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45,000
45,001
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Poor usability NA
Fintech
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
6,000,000
Yes
C;C++;Groovy;Perl;Python
Go;Kotlin;Python;Rust;Swift;Zig
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
Red Hat;NixOS
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code
Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Documenting code
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
MCP servers
null
null
null
null
null
null
null
null
null
null
GitHub MCP Server
null
LangChain;LangGraph
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
69,744
6
45,001
45,002
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
26
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
8
10
Australia
AUD Australian dollar
230,000
Yes
C#;HTML/CSS;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis;Snowflake
Neo4J;Supabase;Valkey
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Microsoft Azure;MSBuild;npm;NuGet
Cloudflare;Datadog;New Relic
null
NA NA
Yes
Angular;ASP.NET Core;Next.js
null
null
NA NA
Yes
Cursor;Notepad++;Visual Studio;Visual Studio Code;Windsurf
Claude Code;Cline and/or Roo
null
NA NA
.NET 8 or higher;Tailwind CSS 4
Amazon Bedrock;Ollama
null
null
null
Windows;iOS
Windows;iOS
Azure Devops;Google Workspace;Markdown File;Miro;Wikis
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Image generating models
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Learning new concepts or technologies
Testing code;Predictive analytics;Generating content or synthetic data
Committing and reviewing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
149,522
7
45,002
45,003
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
18
Developer, full-stack
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Guatemala
GTQ Guatemalan quetzal
216,000
Yes
Delphi;HTML/CSS;Java;PowerShell;Python;SQL;TypeScript
HTML/CSS;Java;Kotlin;PowerShell;Python;SQL;TypeScript
HTML/CSS;Java;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;Oracle
MariaDB;MongoDB;MySQL;Oracle
MongoDB;MySQL;Oracle
NA NA
No
null
null
null
NA NA
Yes
Angular;Spring Boot
Angular;Django;FastAPI;Node.js;React;Spring Boot;Vue.js
Angular;Spring Boot
NA NA
Yes
Eclipse;Notepad++;Visual Studio Code
Android Studio;Eclipse;Notepad++;Visual Studio Code
Eclipse;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Committing and reviewing code
Project planning;Debugging or fixing code;Deployment and monitoring
Generating content or synthetic data
Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation
Writing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
partial
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
analitics, solve problems, still devoloping skills will reamain important until AI can solve specific problems related to bussiness.
28,107
10
45,003
45,004
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
27
Developer, desktop or enterprise applications
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
9
10
United States of America
USD United States dollar
275,000
Yes
C;C#;C++;GDScript;Groovy;Java;Lua;Python
C;C#;C++;Python;Rust
C;C#;C++;Python
NA NA
Yes
BigQuery;Elasticsearch;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Composer;Docker;Firebase;Google Cloud;Homebrew;Make;MSBuild;Ninja;NuGet;Pip
APT;Chocolatey;Composer;Docker;Homebrew;MSBuild;Ninja;Pip
APT;Chocolatey;Composer;Docker;Homebrew;MSBuild;Ninja;Pip
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Claude Code;Notepad++;Rider;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Android Studio;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Android Studio;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
NA NA
c++23;Google Gemini
c++23
c++23
null
null
Windows;Ubuntu;Debian;Linux (non-WSL);Red Hat
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Red Hat
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Miro;Trello;Wikis
Doxygen;GitLab;Markdown File;Wikis
Doxygen;GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming
No and I would cut ties with anyone doing that. Aka remove them from employment off my teams
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
null
null
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
I think they will as I design things that don't exist and are specific to an organization. I don't think we will see exponential general intelligence soon.
275,000
5
45,004
45,005
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
5
Developer, front-end
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Easy-to-use API NA
Lack of AI or AI agents NA
Software Development
Recognition from peers for your work NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Nigeria
NGN Nigerian naira
null
Yes
JavaScript;Python;TypeScript
null
null
NA NA
Yes
MongoDB;MySQL
null
null
NA NA
Yes
Cloudflare;Docker;Firebase;Netlify;npm;Vercel
null
null
NA NA
Yes
Express;Laravel;Next.js;Node.js;React;Symfony
null
null
NA NA
Yes
Nano;Notepad++;Sublime Text;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
Yes
Mistral AI models
null
null
NA NA
Yes
Infrequently, less than once per year
Less than one year
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, I am a vibe coder
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Integration with external agents and APIs
null
null
null
null
null
null
null
null
null
null
ChromaDB;supabase
null
Ollama;LangChain
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Perplexity
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Communication
null
5
45,005
45,006
I code primarily as a hobby
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
35
System administrator
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
5
15
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Rust
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Rust
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Redis
Cassandra;MongoDB;MySQL;Redis
Cassandra;MongoDB;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Microsoft Azure;MSBuild;Ninja;npm;Yarn
Amazon Web Services (AWS);APT;Cargo;Microsoft Azure;MSBuild;Ninja
Amazon Web Services (AWS);APT;Cargo;Microsoft Azure;MSBuild;Ninja
NA NA
Yes
Deno;Node.js;WordPress;Axum
Deno;Axum
Deno;Axum
NA NA
Yes
Android Studio;Eclipse;Nano;Visual Studio Code;VSCodium
Nano;VSCodium
Nano;VSCodium
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows
Windows
GitHub;GitLab;Markdown File;Microsoft Planner
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Company-sponsored forums
GitHub (public projects, not private repos);X
GitHub (public projects, not private repos);X
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Neutral
About half of the time
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem domain identification, human interaction, troubleshooting.
null
null
45,006
45,007
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Other (please specify):
null
null
null
null
Work
Reliability and low latency Confidence in longevity and maintenance
Ethical concerns Low development activity / stale repo
null
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
null
4
Taiwan
TWD New Taiwan dollar
0
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Android;iPadOS
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, and I don't plan to
Very unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly;Other (write in):
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
Code review
null
null
45,007
45,008
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
null
Developer, front-end
Less than 20 employees
Individual contributor
In-person
No
Personal Project
null
null
Retail and Consumer Services
You like your manager NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
null
null
null
null
NA NA
Yes
null
null
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
null
Yes, I use AI tools daily
Indifferent
null
null
null
null
null
Search for answers
null
null
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Business process automation
null
null
null
null
AI agents have increased my productivity.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
10
45,008
45,009
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
11
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Ethical concerns NA
Government
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
null
Canada
CAD Canadian dollar
null
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB
MariaDB
MariaDB
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel
jQuery;Laravel
jQuery;Laravel
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
Windows;Debian
Ubuntu;Pop!_OS
null
null
null
reStructuredText/Sphinx reStructuredText/Sphinx
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Communicating and interacting with humans. Especially in regards to complex or high level solution architecture.
null
7
45,009
45,010
I am learning to code
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts
10
DevOps engineer or professional
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Security or privacy concerns NA
Transportation, or Supply Chain
null
No
I have neither consider or transitioned into a new career or industry
3
10
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);PowerShell;SQL;TypeScript
Go;Python
null
Pwsh sql
Yes
Microsoft SQL Server
Databricks SQL;PostgreSQL
null
NA NA
Yes
Ansible;APT;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;NuGet
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Express;FastAPI
null
null
NA NA
Yes
Notepad++;Visual Studio Code
null
null
NA NA
Microsoft Fabric;Google Gemini
Microsoft Fabric;Google Gemini
Microsoft Fabric;Google Gemini
null
null
Windows;MacOS;Ubuntu;Red Hat;ChromeOS;Pop!_OS
Windows
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Miro;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;X;YouTube;LinkedIn;Company-sponsored forums
LinkedIn
LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Committing and reviewing code;Predictive analytics
Project planning
Learning new concepts or technologies
Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Other (write in):
It’s hard to understand how or why the code works
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations
MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
45,010
45,011
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, mobile
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
7
5
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Dart;Groovy;HTML/CSS;Java;JavaScript;Kotlin;PHP;Swift;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Gradle;Kubernetes;Make;npm;Pip
null
null
NA NA
Yes
Angular;Node.js
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;PhpStorm;PyCharm;Visual Studio Code;WebStorm;Xcode;Zed
null
null
NA NA
null
null
null
null
null
Android;Fedora
MacOS;Android;iOS
GitHub;GitLab;Jira;Miro;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
null
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
Creativity, if there is any left after using ai for 3 - 5 years.
null
7
45,011
45,012
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Caring for dependents (children, elderly, etc.)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Other (please specify):
null
null
null
null
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
15
14
Spain
EUR European Euro
null
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PHP;Python;R;TypeScript
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
NA NA
null
MySQL
MongoDB;MySQL;Neo4J;PostgreSQL
MySQL
NA NA
Yes
APT;Homebrew;Make;Netlify;npm;Pip
APT;Digital Ocean;Docker;Homebrew;Make;Netlify;npm;Pip
APT;Homebrew;Make;Netlify;npm;Pip
NA NA
Yes
Flask
Flask
Flask
NA NA
No
null
null
null
NA NA
Large Language Model
Polars;Large Language Model;Pydantic
Large Language Model
null
null
MacOS;Debian
Debian
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Direct messaging of users
Upvote/Downvote Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
null
null
AI solutions that are almost right, but not quite;Other (write in):
It is not.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;Other (please specify):
Tailored, context-aware design
null
null
45,012
45,013
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
20
Architect, software or solutions
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
20
20
Serbia
EUR European Euro
80,000
No
null
null
null
NA NA
Yes
Cassandra;Cosmos DB;Databricks SQL;Elasticsearch;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET Core;Express;NestJS;Next.js;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Ubuntu;Android;iOS;Arch
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Project planning;Predictive analytics;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
not completely
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis
null
Amazon Bedrock Agents
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
92,812
8
45,013
45,014
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Engineering manager
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Transportation, or Supply Chain
null
No
I have neither consider or transitioned into a new career or industry
10
3
United States of America
USD United States dollar
250,000
Yes
C++;Go;JavaScript;Python;Rust
Go;Python;Rust
Go;Python;Rust
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb;InfluxDB;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Homebrew;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Cargo;Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Cargo;Datadog;Docker;Homebrew;Kubernetes;Pip;Terraform
NA NA
Yes
FastAPI;React
null
null
NA NA
Yes
PyCharm;RustRover
PyCharm;RustRover
PyCharm;RustRover
NA NA
Google Gemini
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira
GitHub;GitLab;Google Workspace;Monday.com
GitHub;Google Workspace
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
System design, security, any complex behaviors
250,000
null
45,014
45,015
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
30
Support engineer or analyst
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable SaaS-first
Availability of better alternatives NA
Transportation, or Supply Chain
null
No
I have somewhat considered changing my career and/or the industry I work in
10
6
Spain
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
Kotlin;TypeScript
null
NA NA
Yes
Elasticsearch;Microsoft Access;Microsoft SQL Server;Amazon Redshift
Neo4J
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;NuGet;Pacman;Pip
Kubernetes;Terraform
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core
null
null
NA NA
Yes
Cursor;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Jira;Markdown File;Trello;Wikis
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring
Project planning;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Predictive analytics
null
AI solutions that are almost right, but not quite
NO.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics;Customer service support
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
Other (please specify):
null
null
null
45,015
45,016
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
8
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Banking/Financial Services
Control over the level of quality in projects NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
6
Italy
EUR European Euro
38,500
Yes
Bash/Shell (all shells);Java;JavaScript;Kotlin;PowerShell;Python;Scala;SQL
Go;Java;JavaScript;Kotlin;Scala;SQL;TypeScript
Java;JavaScript;Kotlin;Scala;SQL
NA NA
Yes
H2;MongoDB;Oracle;PostgreSQL;Redis;Supabase
MongoDB;Oracle;PostgreSQL;Redis
MongoDB;Oracle;PostgreSQL;Redis
NA NA
Yes
Docker;Google Cloud;Gradle;Heroku;Maven (build tool);Pip;Railway;Splunk;Supabase
Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Podman;Railway;Splunk;Supabase
Docker;Google Cloud;Gradle;Maven (build tool);Railway;Splunk;Supabase
NA NA
Yes
Spring Boot
Angular;React;Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Google Colab;Jira;Markdown File;Microsoft Planner
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
ALM NA
Stack Overflow;YouTube
Stack Overflow
Stack Overflow
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase
Predictive analytics;Generating content or synthetic data
Project planning;Deployment and monitoring
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;IT operations
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Understanding codebase
44,666
6
45,016
45,017
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
14
Developer, front-end
null
null
null
null
Work
Connected to an open-source project NA
Availability of better alternatives NA
null
Collaboration and support from a team NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
3,200,000
Yes
HTML/CSS;JavaScript;TypeScript
Go;HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular
Angular;Next.js;Nuxt.js;React;Vue.js
Angular
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Google Gemini
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu
GitHub;Jira;Miro
GitHub;Jira;Miro
GitHub;Jira;Miro
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
Yes
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code;Predictive analytics
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I have ethical or security concerns about code
null
37,197
6
45,017
45,018
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
31
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Books / Physical media
33
Data or business analyst
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,018
45,019
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
25
Data engineer
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,019
45,020
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
25
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
null
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Serbia
EUR European Euro
null
Yes
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;SQLite
null
null
NA NA
Yes
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Prometheus
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery;Node.js
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;iOS
Windows;Ubuntu;Debian
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
null
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Search for answers
null
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
null
null
8
45,020
45,021
I used to be a developer by profession, but no longer am
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Other (please specify):
10
Architect, software or solutions
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Manufacturing
null
No
I have transitioned into a new career and/or industry voluntarily
20
5
Poland
PLN Polish zloty
450,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet;Terraform
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
null
null
NA NA
Yes
Cursor;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Odoo;Large Language Model;Amazon Bedrock;RAG;Microsoft Fabric;Ollama
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitLab;Jira;Miro
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Testing code;Search for answers
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
When doing small PoCs it’s mostly vibe coding
Yes, I use AI agents at work weekly
null
Software engineering;Business process automation
MCP servers
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Ollama;LangChain
null
Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;Other (please specify):
Software design and architecture. Understanding business needs and ability to tell AI what needs to be done (nearly the same as today when I code)
122,805
null
45,021
45,022
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
10
Cloud infrastructure engineer
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
Banking/Financial Services
Recognition from leadership for your work People actually use the stuff that I do
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
140,000
Yes
Bash/Shell (all shells);Go;Groovy;Python;Ruby
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);Go;Python
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Poetry
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Pip;Poetry
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Pip;Poetry
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Pydantic
Pydantic
Pydantic
null
null
MacOS;iOS;Debian
MacOS;iOS
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File;Trello
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
null
Coding challenges;Job board
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Testing code;Creating or maintaining documentation
Generating content or synthetic data
Documenting code
AI solutions that are almost right, but not quite
No. I write code myself to start and use AI to spruce it up. I don't have AI make entire projects from nothing.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Code review and documentation as well as debugging.
140,000
5
45,022
45,023
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Attending school (part-time)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): No AI
Security or privacy concerns AI
Software Development
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
20
30
Germany
EUR European Euro
90,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;MATLAB;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;Rust
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;Rust
NA NA
Yes
DuckDB;Elasticsearch;Firebase Realtime Database;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Ansible;Datadog;Digital Ocean;Docker;Gradle;Kubernetes;Make;Microsoft Azure;npm;Pip;Podman;Terraform;Vite;Webpack
Kubernetes;Make;Podman;Vite
Kubernetes;Make;Podman;Vite
NA NA
Yes
Django;FastAPI;Flask;React;Svelte;Vue.js
Django;Flask;React
Django;Flask;React
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Nano;Neovim;PyCharm;Vim;Visual Studio Code;VSCodium;Zed
Neovim;Vim;VSCodium
Neovim;Vim;VSCodium
NA NA
Pydantic;uv
uv
uv
null
null
Android;Debian;Linux (non-WSL);Fedora
Ubuntu;Linux (non-WSL);Fedora
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Wikis
GitHub;Markdown File
GitHub;Markdown File
NA NA
Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Other (write in):
null
No, not at all
About half of the time
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Testing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
Project planning;Documenting code
Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Writing and understanding code will be still the most important skill of a developer
104,413
null
45,023
45,024
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,024
45,025
I code primarily as a hobby
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
No, I didn't spend time learning in the past year
null
2
Developer, QA or test
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
8
United States of America
USD United States dollar
80,000
Yes
Java;SQL
Java;SQL
Java;SQL
NA NA
Yes
MariaDB
MariaDB;PostgreSQL
MariaDB
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
GitHub (public projects, not private repos);Substack;Medium
null
null
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. The most I will use tools for is to get a starting point to learn about a framework or library that could help approach a problem, and then I investigate on my own.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
Other specific task (write in):
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
80,000
null
45,025
45,026
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above;Engaged in paid work (20-29 hours per week)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
19
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Lack of or sub-par API NA
Healthcare
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
10
0
Denmark
DKK Danish krone
1,000,000
Yes
Bash/Shell (all shells);Python;R;SQL
null
null
NA NA
Yes
Cosmos DB;Databricks SQL;Neo4J;PostgreSQL
BigQuery
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;Pip;Poetry;Terraform
Google Cloud
null
Task NA
Yes
FastAPI
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Pydantic;RAG;Google Gemini
uv
null
null
null
Windows;Android
MacOS;Ubuntu;iOS
Azure Devops;Confluence;GitHub;Miro;Notion
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Testing code;Learning new concepts or technologies
null
Writing code;Documenting code;Committing and reviewing code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Certainly. It helps to get things started but you need to sanity check and test the output of the models thoroughly
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
MCP servers
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Semantic Kernel
null
Langfuse
null
ChatGPT;GitHub Copilot
null
When I want to fully understand something;When I want to compare different solutions
General problem solving and handling sensitive systems
155,521
7
45,026
45,027
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Coding Bootcamp
No, I didn't spend time learning in the past year
null
5
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,027
45,028
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange
10
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Manufacturing
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
10
15
United States of America
USD United States dollar
45,400
Yes
Bash/Shell (all shells);C;C++;Dart;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C++;Dart;Groovy;HTML/CSS;Python;SQL
Bash/Shell (all shells);C++;Dart;HTML/CSS;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
jQuery;Next.js;Node.js;React;Vue.js
Vue.js
Vue.js
NA NA
Yes
Android Studio;Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;iPadOS
Windows;Ubuntu
GitHub;Microsoft Planner
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
When comparing the way humans and ai solve problems, ai just solves the problem while silently comparing against edge cases and doesnt expand very well. Many times humans solve problems using these edge cases and beyond to edge edge cases and can often times cover what ai cant, especially when asking for a detailed solution to the problem or question asked. Many times the same question needs to be re-asked or restated to get the ai to answer properly as well, but usually with a bit of tweaking the way the question is asked to another human, that person will usually understand the question being asked if there is confusion, and answer appropriately.
45,400
10
45,028
45,029
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (10-19 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
40
Applied scientist
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing Bulky
Higher Education
Other (please specify): We do good
No
I have transitioned into a new career and/or industry voluntarily
10
10
Argentina
USD United States dollar
null
Yes
C++;HTML/CSS;Java;JavaScript;Lua;MATLAB;Perl;PHP;PowerShell;Python;SQL;TypeScript
Go;R;Ruby
null
NA NA
Yes
MariaDB;MongoDB;MySQL;SQLite
BigQuery;Cloud Firestore
null
NA NA
Yes
Amazon Web Services (AWS);APT;Digital Ocean;Homebrew;npm
null
null
NA NA
Yes
Angular;AngularJS;Django;Drupal;FastAPI;jQuery;Laravel;Node.js;WordPress
React;Ruby on Rails;Vue.js
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Trae;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
null
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Miro;Stack Overflow for Teams;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Substack
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;Other (write in):
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
GitHub MCP Server;ChromaDB
null
Vertex AI;Ollama;LangChain;Zapier
null
Galileo
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Real creativity and originality
null
7
45,029
45,030
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
4
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of AI or AI agents NA
Banking/Financial Services
null
Yes
I have strongly considered changing my career and/or the industry I work in
133
57
Egypt
USD United States dollar
14,000
Yes
Assembly;Bash/Shell (all shells);C;C++;COBOL;Delphi;Erlang;F#;Fortran;Groovy;JavaScript;Kotlin;Lisp;OCaml;Perl;PowerShell;Ruby;Rust;Scala;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo
Ada;Assembly;Bash/Shell (all shells);C;COBOL;F#;Fortran;Go;Groovy;JavaScript;MATLAB;PHP;PowerShell;Python;Scala;SQL;VBA;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C;COBOL;F#;Fortran;Groovy;JavaScript;PowerShell;Scala;VBA;Visual Basic (.Net)
2020 NA
Yes
BigQuery;Cassandra;Cloud Firestore;Datomic;DuckDB;H2;IBM DB2;MariaDB;MongoDB;MySQL;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Pocketbase;Valkey
BigQuery;Cassandra;Cosmos DB;Databricks SQL;DuckDB;Dynamodb;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;Neo4J;PostgreSQL;SQLite;Supabase;Clickhouse;Amazon Redshift;Pocketbase
BigQuery;Cassandra;DuckDB;H2;IBM DB2;MariaDB;PostgreSQL;SQLite;Pocketbase
1990 1992
null
null
null
null
NA NA
null
Angular;AngularJS;Blazor;Express;Fastify;Flask;jQuery;Next.js;Node.js;Nuxt.js;Phoenix;React;Spring Boot;Svelte;Symfony;Vue.js
Angular;ASP.NET Core;Astro;Deno;Express;Laravel;Node.js;Nuxt.js;Svelte;Symfony;Vue.js
Angular;Express;Node.js;Nuxt.js;Svelte;Symfony;Vue.js
1981 1978
null
Aider;Android Studio;Cursor;Eclipse;Jupyter Notebook/JupyterLab;Lovable.dev;PhpStorm;Rider;RustRover;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode
Aider;Android Studio;Bolt;IntelliJ IDEA;Lovable.dev;Notepad++;PhpStorm;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Zed
Aider;Android Studio;Lovable.dev;PhpStorm;Visual Studio Code;VSCodium;WebStorm
1971 1999
SwiftData;Pydantic;Microsoft Fabric;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv;visionOS
c++23;Tailwind CSS 4;Odoo;Large Language Model;SwiftData;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;uv
SwiftData;Microsoft Fabric;Google Gemini;Shadcn/ui;uv
2017
2003
Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;ChromeOS;Pop!_OS;NixOS
Windows;iOS;Linux (non-WSL);Arch;iPadOS
Airtable;Asana;Confluence;Doxygen;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Microsoft Planner;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Asana;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Obsidian;Redmine;Stack Overflow for Teams
Asana;GitLab;Jira;Lucid (includes Lucidchart);Redmine;Stack Overflow for Teams
2017 2004
Discord;Dev.to;Hacker News;Twitch;LinkedIn;Substack;Company-sponsored forums
Reddit;Dev.to;Hashnode;Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Substack
Dev.to;Substack
1978 1973
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI Reasoning models;Perplexity Sonar models
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;Perplexity Sonar models;Reka (Flash 3 or other Reka models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Perplexity Sonar models
2017 2017
Yes
A few times per month or weekly
Between 10 and 15 years
Multiple times per day
Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Other (write in):
Ask a question Qui impedit est non
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, to a great extent
IT operations
Agent/multi-agent orchestration
null
null
null
null
AI agents have reduced the time spent on specific development tasks.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
Fireproof;LanceDB;GitHub MCP Server;ChromaDB
null
CrewAI;IBM watsonx.ai;lyzr
null
Sentry;Galileo;New Relic;Grafana + Prometheus;Adversarial Robustness Toolbox (ART);LangSmith;Protect AI
2002
Glean (Enterprise Agents);Roo code (Roo-Cline);Bolt.new;Blackbox AI;Amazon Codewhisperer
2015
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;Other (please specify):
Officiis reprehender
14,000
9
45,030
45,031
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
8
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Manufacturing
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
6
United States of America
USD United States dollar
94,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;PowerShell;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C#;C++;MicroPython;Python;SQL
Bash/Shell (all shells);C#;C++;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
NA NA
Yes
Cloudflare;Docker;Microsoft Azure;NuGet
Cloudflare;Docker;Kubernetes;Microsoft Azure;NuGet;Pip
Cloudflare;Docker;Microsoft Azure;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio;Visual Studio Code;WebStorm
Visual Studio;Visual Studio Code;WebStorm
Visual Studio;Visual Studio Code;WebStorm
Google Gemini, Github Copilot Google Gemini, Github Copilot
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub;Markdown File;Microsoft Planner;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Knowing when something should be fixed with code or when the process should be changed.
94,000
10
45,031
45,032
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types);Games or coding challenges
15
Project manager
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Poor usability NA
Transportation, or Supply Chain
null
No
I have somewhat considered changing my career and/or the industry I work in
5
20
Spain
EUR European Euro
null
Yes
C;Python;SQL
Elixir
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Pacman;Pip
Ansible;Heroku;Kubernetes;Netlify
null
NA NA
No
null
null
null
NA NA
Yes
Neovim
null
null
NA NA
Tailwind CSS 4;Pydantic;RAG;Ollama;uv
null
null
null
null
Arch
null
GitHub;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;Substack
null
null
nostr NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
null
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Deployment and monitoring;Predictive analytics
null
Testing code;Search for answers;Generating content or synthetic data
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
Overall architecture and systems design, and domain expertise
null
null
45,032
45,033
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
40
Project manager
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Software Development
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
2
5
Italy
EUR European Euro
null
Yes
Ada;C#;HTML/CSS;Java;JavaScript;SQL;VBA
C#;HTML/CSS;Java;JavaScript;SQL
C#;HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Docker;Google Cloud;Microsoft Azure;MSBuild;NuGet
MSBuild;NuGet
MSBuild;NuGet
NA NA
Yes
ASP.NET;Blazor
ASP.NET Core;Blazor
Blazor
NA NA
Yes
Visual Studio
Android Studio;Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Ask a question NA
Neutral
About half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Predictive analytics;Creating or maintaining documentation
null
Documenting code
Search for answers
I don’t use AI tools regularly
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server
null
null
null
null
null
ChatGPT
null
When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
null
45,033
45,034
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
11
Developer, full-stack
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Fintech
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Groovy;Java;Scala;Zig
Java;Kotlin;Zig
Java;Zig
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;SQLite
Cassandra;Microsoft SQL Server;MongoDB;Neo4J;PostgreSQL;SQLite
Microsoft SQL Server;MongoDB;Neo4J;PostgreSQL;SQLite
NA NA
Yes
Digital Ocean;Docker;Heroku
Digital Ocean;Docker;Heroku
Digital Ocean;Docker;Heroku
OCI Oracle Cloud Infrastructure NA
Yes
Drupal;jQuery;Spring Boot;Vue.js;WordPress
Drupal;jQuery;Spring Boot;Vue.js;WordPress
Drupal;jQuery;Spring Boot;Vue.js;WordPress
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NetBeans NetBeans
hostinger;Ollama
null
null
null
null
Ubuntu;Debian;Linux (non-WSL);Fedora
Ubuntu;Debian;Linux (non-WSL);Fedora
Airtable;Asana;Clickup;GitHub;GitLab;Markdown File;Notion;Obsidian;Trello
GitHub;GitLab;Markdown File;Notion;Obsidian;Trello
GitHub;GitLab;Markdown File;Notion;Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Reddit;YouTube
Reddit;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Job board
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Creating or maintaining documentation
Project planning;Testing code;Committing and reviewing code
Debugging or fixing code;Deployment and monitoring;Predictive analytics
Writing code;Generating content or synthetic data
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
NO
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations;Customer service support;Marketing
Language processing
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
8
45,034
45,035
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
21
Developer, full-stack
null
null
null
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
20
20
Sweden
SEK Swedish krona
700,000
Yes
HTML/CSS;JavaScript;PHP;Rust;SQL
C#;HTML/CSS;Lisp;Rust;SQL
HTML/CSS;Rust;SQL
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;Redis;SQLite
Typesense Typesense
No
null
null
null
NA NA
Yes
Laravel;Vue.js;Axum
Vue.js;Axum
Vue.js;Axum
Leptos Leptos
Yes
Neovim;PhpStorm;Visual Studio Code;VSCodium;Zed
Neovim;PhpStorm;Zed
Neovim;PhpStorm;Zed
Helix Helix
Tailwind CSS 4
null
null
null
null
Debian;Arch
MacOS;Ubuntu
GitHub;Obsidian;Trello
GitHub;Obsidian;Trello
GitHub;Obsidian;Trello
Fork Fork
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Documenting code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Testing code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No. And will not be.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Translate business needs to code.
73,375
8
45,035
45,036
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
20
Architect, software or solutions
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Ethical concerns NA
Retail and Consumer Services
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
United States of America
USD United States dollar
195,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;Python;TypeScript
Bash/Shell (all shells);C#;C++;GDScript;HTML/CSS;JavaScript;Kotlin;Lua;PowerShell;Python;R;Swift;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Kubernetes;New Relic;npm;NuGet;Pip;Prometheus;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Kubernetes;Microsoft Azure;New Relic;npm;NuGet;Pip;Prometheus;Terraform;Vite;Webpack;Yarn
Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Kubernetes;New Relic;npm;NuGet;Pip;Prometheus;Vite;Webpack;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Laravel;React;Vue.js
ASP.NET;ASP.NET Core;Blazor;Laravel;React;Vue.js
ASP.NET;ASP.NET Core;Blazor;Laravel;React;Vue.js
NA NA
Yes
Cursor;IntelliJ IDEA;PhpStorm;Visual Studio;Visual Studio Code;Windsurf
Android Studio;Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;PhpStorm;Visual Studio;Visual Studio Code;Xcode
Cursor;IntelliJ IDEA;PhpStorm;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;visionOS
.NET 8 or higher;Tailwind CSS 4;Large Language Model
null
null
MacOS;Android;iPadOS
Windows;MacOS;iOS
Azure Devops;GitHub;Linear;Markdown File;Miro;Obsidian
Azure Devops;GitHub;Linear;Markdown File;Miro;Obsidian
Azure Devops;GitHub;Linear;Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
Predictive analytics
Project planning;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No I mostly write the code or tell the AI exactly what to write
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Being able to turn problems into solutions and truly understanding the problems and potential solutions so AI can write the code
195,000
7
45,036
45,037
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
21
Developer, front-end
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Other (please specify): Any affiliation with Russia
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
United States of America
USD United States dollar
null
Yes
JavaScript;Python;TypeScript
JavaScript;Python;Rust;TypeScript
JavaScript;Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);npm;Pip;Yarn
Amazon Web Services (AWS);npm;Pip;Yarn
Amazon Web Services (AWS);npm;Pip;Yarn
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;iOS
Windows;MacOS
GitHub;Jira;Trello
GitHub;Jira;Trello
GitHub;Jira;Trello
NA NA
YouTube
YouTube
YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Coding
null
9
45,037
45,038
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,038
45,039
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
45
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,039
45,040
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
6
Developer, full-stack
null
null
null
null
Personal Project
Good brand and public image NA
Poor usability NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
4
5
Sri Lanka
LKR Sri Lankan rupee
0
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Dart;HTML/CSS;Java;JavaScript;Python;SQL
TypeScript
null
NA NA
Yes
Firebase Realtime Database;MongoDB;MySQL;Oracle
null
null
NA NA
null
Firebase;npm
null
null
NA NA
Yes
Express;Node.js;React;Vue.js
null
null
Express.js NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Android;Debian
Windows;Android
GitHub;Google Colab;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
null
null
NA NA
null
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Project planning
null
Debugging AI-generated code is more time-consuming
Yes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
Microsoft Copilot
null
When I’m stuck and can’t explain the problem
Thinking
null
null
45,040
45,041
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
19
Founder, technology or otherwise
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Healthcare
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
225,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
DuckDB;InfluxDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite;Supabase
DuckDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite
DuckDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Datadog;Docker;Google Cloud;Homebrew;Netlify;npm;Pip;pnpm;Supabase;Vercel;Vite;Webpack
Amazon Web Services (AWS);Bun;Datadog;Docker;Google Cloud;Homebrew;Netlify;npm;Pip;pnpm;Vercel;Vite
Amazon Web Services (AWS);Bun;Datadog;Docker;Google Cloud;Homebrew;Netlify;npm;Pip;pnpm;Vercel;Vite
NA NA
Yes
Flask;React;Vue.js;WordPress
Flask;React;Vue.js
Flask;React;Vue.js
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim
Claude Code;Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim
NA NA
Large Language Model;Pydantic;Google Gemini;uv
Large Language Model;Pydantic;Google Gemini;uv
Large Language Model;Pydantic;Google Gemini;uv
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS;Ubuntu;iPadOS;ChromeOS
Airtable;Confluence;GitHub;Google Workspace;Linear;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Obsidian
Airtable;GitHub;Google Workspace;Linear;Lucid (includes Lucidchart);Markdown File;Obsidian
Airtable;GitHub;Google Workspace;Linear;Lucid (includes Lucidchart);Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Generating content or synthetic data
Documenting code;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
For sure, but I like the newer phrase "context creator" more
Yes, I use AI agents at work daily
Yes, to a great extent
Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Devin AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Software engineering principles, available vendors/tools, reading code, building teams
225,000
9
45,041
45,042
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
20
AI/ML engineer
10,000 or more employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Security or privacy concerns NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
11
6
Brazil
BRL Brazilian real
200,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
PHP;Python;Rust
PHP;Python
NA NA
Yes
Cosmos DB;IBM DB2;MongoDB;PostgreSQL;Redis
Databricks SQL;MongoDB;PostgreSQL;Redis;Snowflake
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Docker;npm;Pip
Amazon Web Services (AWS);APT;Datadog;Docker;Google Cloud;Kubernetes;npm;Pip;pnpm;Terraform
Amazon Web Services (AWS);APT;Datadog;Docker;npm;Pip
NA NA
Yes
jQuery;Laravel;Node.js;WordPress
FastAPI;Laravel;Node.js
Laravel;Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Miro;Notion;Obsidian;Trello
Confluence;GitHub;Jira;Miro;Notion;Obsidian;Trello
Confluence;GitHub;Jira;Miro;Notion;Obsidian;Trello
NA NA
YouTube
YouTube
YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Comment on Q&A posts NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Documenting code;Debugging or fixing code
Testing code;Deployment and monitoring
null
Learning about a codebase;Writing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics
Language processing;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Software Architectural, Business analysis, Technical Writing for Software Specification
36,407
7
45,042
45,043
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
20
Developer, full-stack
500 to 999 employees
People manager
Remote
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
8
8
El Salvador
USD United States dollar
50,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
50,000
9
45,043
45,044
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
18
Architect, software or solutions
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Security or privacy concerns NA
Other:
null
Yes
I have neither consider or transitioned into a new career or industry
7
4
Poland
PLN Polish zloty
430,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
null
null
LabVIEW NA
Yes
BigQuery;Cloud Firestore;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database
null
NA NA
null
Bun;Cargo;npm;NuGet
null
null
NA NA
Yes
Astro;Deno;Django;FastAPI;Next.js;Node.js;React;Vue.js
null
null
NA NA
Yes
Claude Code;Cline and/or Roo;Cursor;Visual Studio Code;Windsurf
null
null
NA NA
Tailwind CSS 4;Pydantic;RAG;Google Gemini;Ollama;uv
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Clickup;Confluence;GitHub;Google Workspace;Jira;Markdown File
Notion;Obsidian
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Chat (bot/AI)
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code
null
null
Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
Not really. I still understand code AI made lol
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;Qdrant;GitHub MCP Server;ChromaDB;supabase;Pinecone;mem0
null
Vertex AI;Ollama;OpenRouter;LangChain;LangGraph
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I want to learn best practices
Prompt engineering
117,347
10
45,044
45,045
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,045
45,046
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Prohibitive pricing NA
Healthcare
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
10
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
55,000
Yes
C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
Python
null
NA NA
Yes
PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;Express;NestJS;Next.js;Node.js;React
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model
null
null
null
null
Windows;Ubuntu
Windows
GitHub
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Writing code;Testing code;Committing and reviewing code
null
Documenting code;Deployment and monitoring
Project planning;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics;Customer service support
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
I don’t think I’ll need help from people anymore
null
74,878
6
45,046
45,047
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Ethical concerns NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
15
7
Germany
EUR European Euro
88,000
Yes
C#;SQL
C#;PowerShell;SQL;TypeScript
C#;SQL
NA NA
Yes
Oracle
Oracle
Oracle
NA NA
Yes
MSBuild;NuGet
MSBuild;NuGet
MSBuild;NuGet
NA NA
Yes
ASP.NET Core
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Large Language Model
.NET 8 or higher
null
null
Windows
Windows
GitHub
GitHub
GitHub
MantisBT MantisBT
GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
I use it to write small methods, but for more complex tasks: no.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
I think you can use AI tools most effective if you are already an expert in the field, so that you have a good intuition whether an answer can be trusted or not. For instance, when AI codes there are often subtle bugs. If you know what to look out for they can often easily be fixed. But with no or little experience (junior devs) chances are that you just take the code as it seems to work, but will cause trouble later. AI also helps to ask for a quick overview of new technological areas, but I wouldn't trust it to be my sole source of information. Generally speaking, I think you have to already know stuff to use AI safely and efficiently.
102,093
8
45,047
45,048
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
25
Developer, full-stack
Less than 20 employees
null
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Prohibitive pricing NA
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
38,000
Yes
HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
MySQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Make;npm;Pip;Webpack
null
null
NA NA
Yes
Angular;jQuery;Node.js
null
null
NA NA
Yes
Android Studio;Eclipse;Nano;Visual Studio Code
null
null
NA NA
Google Gemini
Tailwind CSS 4
null
null
null
Windows;Android;Linux (non-WSL)
Windows;Android;Linux (non-WSL)
GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Deployment and monitoring;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
Sometimes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
null
51,734
8
45,048
45,049
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
40
Developer, full-stack
null
null
null
No
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Netherlands
EUR European Euro
110,000
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;HTML/CSS;Kotlin
Assembly;Bash/Shell (all shells);C;HTML/CSS;Kotlin
NA NA
Yes
H2;MariaDB;Oracle;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Angular;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PyCharm;WebStorm
IntelliJ IDEA
IntelliJ IDEA
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Ubuntu
MacOS
GitHub;Jira;YouTrack
null
null
NA NA
Stack Overflow;Reddit;Hacker News;Bluesky;X;YouTube
Reddit;Hacker News
Reddit;Hacker News
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (bot/AI)
Other (write in): Find an answer
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Testing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Other (write in):
Learning about a codebase;Documenting code;Debugging or fixing code
Creating or maintaining documentation
null
Other (write in):
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;I don’t think I’ll need help from people anymore
Architecture, functional design, soft skills
127,616
6
45,049
45,050
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
12
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
3
4
United States of America
USD United States dollar
68,000
Yes
C#;C++;GDScript;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust
Kotlin;Rust;TypeScript
Kotlin;Rust
NA NA
No
null
null
null
NA NA
Yes
Docker;Maven (build tool)
null
null
NA NA
Yes
null
null
null
J2CL NA
Yes
IntelliJ IDEA;RustRover;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
Confluence;GitHub;Jira;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Job board
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Vibe coding is not really part of my workflow. Occasionally, I will try a high-level descriptive prompt of how I want code to be modified, but I usually have to keep the scope limited to make sure I can review and understand what it did. I've found "Vibe coding" prompts are best suited for two situations: (1) I know what needs to be done, but I don't feel like typing it all out, (2) I don't know where to start and it would take me many hours to read through relevant documentation to figure out the API, so having AI generate something, even if it's completely wrong, is easier than writing something from scratch.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;Write in the most significant benefit if not listed above.
null
AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Jetbrains AI assistant
null
null
ChatGPT
JetBrains AI assistant
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Debugging complex software bugs. Writing readable code in collaborative environments where developers need to work together. High-level understanding of software architecture and best practices.
68,000
4
45,050
45,051
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;School (i.e., University, College, etc)
4
Developer, mobile
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
Yes
I have neither consider or transitioned into a new career or industry
3
16
Ghana
GHS Ghanaian cedi
1,500
Yes
Assembly;C;C#;C++;Dart;HTML/CSS;Java;JavaScript;PHP;Prolog;Python;SQL;TypeScript;Visual Basic (.Net)
Dart;Go;Python;Rust;TypeScript
Dart;Python;TypeScript
NA Solidity
Yes
Cloud Firestore;Microsoft SQL Server;Supabase
Cloud Firestore;Supabase
Cloud Firestore;Supabase
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Composer;Docker;Firebase;Google Cloud;Gradle;Homebrew;Netlify;npm;NuGet;Pip;pnpm;Supabase;Vercel;Vite
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;npm;Pip;pnpm;Supabase;Vercel;Vite
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;npm;Pip;pnpm;Supabase;Vercel;Vite
Render Render
Yes
Express;FastAPI;Laravel;Next.js;Node.js;React;WordPress
Express;FastAPI;Next.js;Node.js;React
Express;FastAPI;Next.js;Node.js;React
Flutter Flutter
Yes
Android Studio;Bolt;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;PyCharm;Rider;Visual Studio;Visual Studio Code;WebStorm;Windsurf
Android Studio;Bolt;Cursor;PyCharm;Visual Studio Code;WebStorm
Android Studio;Bolt;Cursor;PyCharm;Visual Studio Code;WebStorm
v0.dev v0.dev
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Shadcn/ui;LangGraph
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Shadcn/ui;LangGraph
Tailwind CSS 4;Large Language Model;Pydantic;Shadcn/ui;LangGraph
null
null
Windows;Android;Windows Subsystem for Linux (WSL);iOS
Windows;Android;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Lucid (includes Lucidchart);Markdown File;Notion
GitHub;Google Colab;Markdown File;Notion
GitHub;Google Colab;Markdown File;Notion
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code
Deployment and monitoring
null
Learning about a codebase;Testing code;Predictive analytics
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes, it is. I use vibe coding when I need to get things done in a framework I'm not so strong at. But for my primary tech stack, I prefer to code on my own and use ai when it involves repititive tasks or boilerplate
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;Integration with external agents and APIs
null
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
supabase
Langgraph, Langchain
LangChain;LangGraph
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine;v0.dev;Perplexity;Bolt.new;Blackbox AI;Lovable.dev
Windsurf, Cursor
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Ability to use ai tools to hasten development, Ability to come up with solid project ideas
145
6
45,051
45,052
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,052
45,053
I am a developer by profession
65 years or older
Some college/university study without earning a degree
Employed
None of the above
38
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Books / Physical media
53
Developer, embedded applications or devices
1,000 to 4,999 employees
null
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Security or privacy concerns NA
Manufacturing
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
12
4
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;PowerShell;Python;VBA;Visual Basic (.Net)
null
null
APL APL, Smalltalk
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
Windows;iPadOS
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Bluesky
Hacker News
Hacker News
NA NA
null
Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Business process automation
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Crtitcal thinking
null
8
45,053
45,054
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
18
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Poor usability NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
3
3
Mexico
MXN Mexican peso
960,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
none none
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite
Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite
Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite
none none
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Microsoft Azure;npm;NuGet;Pip
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Terraform
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Microsoft Azure;npm;NuGet;Pip
none none
Yes
Angular;ASP.NET;ASP.NET Core;Django
Angular;ASP.NET;ASP.NET Core;Blazor;Django;FastAPI;Flask;React
Angular;ASP.NET;ASP.NET Core;Django
n/a n/a
Yes
Nano;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
Nano;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
Nano;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
n/a n/a
.NET 8 or higher
.NET 8 or higher;Pydantic
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Markdown File;Wikis
Azure Devops;Confluence;GitHub;Markdown File;Wikis
Azure Devops;Confluence;GitHub;Markdown File;Wikis
n/a n/a
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
n/a n/a
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
n/a n/a
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Videos;Coding challenges;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Generating content or synthetic data
null
Debugging or fixing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Documenting code;Committing and reviewing code
Predictive analytics;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
people without programming bases
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Decision intelligence;IT operations;Customer service support;Cybersecurity
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis
null
null
null
Galileo;Grafana + Prometheus
null
ChatGPT
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
leadership, new language, managment skills
50,533
8
45,054
45,055
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange
16
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
2
3
Poland
PLN Polish zloty
140,000
Yes
Bash/Shell (all shells);C++;Python
Rust
null
NA NA
No
null
null
null
NA NA
Yes
Docker;Pacman
null
null
cmake NA
No
null
null
null
NA NA
Yes
Nano;Notepad++
null
null
NA NA
Large Language Model;Google Gemini
c++23
null
null
null
Windows;Windows Subsystem for Linux (WSL);Arch
Arch
GitHub;GitLab;Markdown File;Obsidian
null
null
Gerrit NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
experience
38,206
6
45,055
45,056
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
15
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Energy
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
10
10
United States of America
USD United States dollar
140,000
Yes
C#;C++;HTML/CSS;JavaScript;PHP;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;Oracle
Microsoft SQL Server;MongoDB
Microsoft SQL Server;MongoDB
NA NA
Yes
Amazon Web Services (AWS);Heroku;Microsoft Azure;Netlify;Vercel
Vercel
Vercel
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Express;Next.js;Node.js;React;WordPress
Angular;ASP.NET Core;Express;Next.js;Node.js;React
Angular;ASP.NET Core;Express;Next.js;Node.js;React
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS;iOS
Windows;Android;iOS
Azure Devops;GitHub;Google Workspace;Trello
Azure Devops;GitHub;Google Workspace;Trello
Azure Devops;GitHub;Google Workspace;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Problem solving
140,000
null
45,056
45,057
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
20
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,057
45,058
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
5
Student
null
null
null
null
School
Good brand and public image NA
Lack of AI or AI agents NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
C;C++;Java;JavaScript;Python
C;C++
C;C++
NA NA
Yes
MongoDB
null
null
NA NA
Yes
APT;Chocolatey;Docker;Make;Maven (build tool);MSBuild;Ninja;npm;Pip;Vercel
APT;Chocolatey;Docker;Kubernetes;Make;Ninja
APT;Chocolatey;Docker;Make;Ninja
NA NA
Yes
Flask;Node.js;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
Reddit;YouTube;LinkedIn;Medium
Reddit;YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Unsure
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code
null
Learning about a codebase
null
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not knowing whats going under the hood, but just have an idea of how they might be working.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Multi-platform search enablement;Language processing
AI agents have improved the quality of my code.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot;Blackbox AI
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
null
45,058
45,059
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
40
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
15
5
Brazil
BRL Brazilian real
150,000
Yes
C#;Delphi;HTML/CSS;JavaScript;Python;SQL;Visual Basic (.Net)
C#;Delphi;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
C#;Delphi;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
NA NA
Yes
APT;Chocolatey;Docker;Maven (build tool);MSBuild;npm;NuGet;Pacman;Pip
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Composer;Docker;Google Cloud;Heroku;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pacman;Pip;Terraform;Webpack
APT;Chocolatey;Docker;Maven (build tool);MSBuild;npm;NuGet;Pacman;Pip
NA NA
Yes
Vue.js
Angular;AngularJS;ASP.NET Core;Blazor;Express;FastAPI;Flask;jQuery;Next.js;Node.js;React;Vue.js
Vue.js
NA NA
Yes
Android Studio;Notepad++;PyCharm;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini;Delphi 12+ Athens
.NET 8 or higher;Tailwind CSS 4;hostinger;Large Language Model;Amazon Bedrock;Google Gemini;Delphi 12+ Athens
.NET 8 or higher;Google Gemini;Delphi 12+ Athens
null
null
Ubuntu;Android;Debian
Windows
Azure Devops;GitHub;GitLab;Google Workspace;Jira;Markdown File;Wikis
Azure Devops;GitHub;GitLab;Google Workspace;Jira;Markdown File;Wikis
Azure Devops;GitHub;GitLab;Google Workspace;Jira;Markdown File;Wikis
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Project planning
Creating or maintaining documentation
Writing code;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data
Committing and reviewing code;Search for answers
AI solutions that are almost right, but not quite
No, is tool that can help in some cases, but not to make a great and/or entire work.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;IT operations
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
Even with power of AI exponential growth it will not do all the job by itself without a very long training with full open world with real people. So in this matter it will not work well without a minimal human supervision.
27,306
4
45,059
45,060
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training;Online Courses or Certification (includes all media types)
5
Data scientist
Less than 20 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Poor usability NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
2
null
Greece
EUR European Euro
null
Yes
null
null
null
NA NA
Yes
Oracle
Oracle
Oracle
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
45,060
45,061
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
AI is trash.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
Other (please specify):
AI will reveal a divide between people who actually understand coding and those who rely on AI to develop for them. AI will make those who use AI worse at doing their jobs.
null
10
45,061
45,062
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,062
45,063
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,063
45,064
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Academic researcher
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Energy
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,064
45,065
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
10
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Oman
OMR Omani rial
1,300
Yes
Dart;HTML/CSS;JavaScript;TypeScript
null
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;PostgreSQL;Supabase
null
null
NA NA
Yes
Cloudflare;Docker;Firebase;npm;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Angular;Astro;Next.js;Node.js;React
Nuxt.js;Vue.js
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
null
null
MacOS;iOS
MacOS;iOS
Azure Devops;Confluence;GitHub;GitLab;Jira;Linear;Miro;Notion
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Committing and reviewing code;Deployment and monitoring
null
null
Learning about a codebase;Project planning;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
I haven’t encountered any problems
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;MCP servers;Integration with external agents and APIs
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server;supabase
null
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Tabnine;v0.dev;Bolt.new
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Prompt engineering
3,381
6
45,065
45,066
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
17
Developer, embedded applications or devices
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Energy
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
12
24
Spain
EUR European Euro
120,000
Yes
Assembly;Bash/Shell (all shells);C++;Python
null
null
NA NA
Yes
InfluxDB
null
null
NA NA
Yes
Docker
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);iPadOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;Markdown File;Notion
null
null
wrike, slack NA
Reddit;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
Generating content or synthetic data
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
fuck no
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
firmware development, debugging, infosec, product design, QA, hardware design, hardware development, hardware debugging, business development, decision making, etc. etc. etc.
139,218
8
45,066
45,067
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
3
Developer, mobile
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Reliability and low latency NA
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
45,067
45,068
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
5
AI/ML engineer
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,068
45,069
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
3
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
null
null
Fintech
null
No
I have neither consider or transitioned into a new career or industry
12
5
Ghana
GHS Ghanaian cedi
3,600
Yes
Ada;Bash/Shell (all shells);C;C++;Groovy;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
Assembly;C;COBOL;Delphi;Go;Java
C
NA NA
Yes
Cassandra;Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;Oracle;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Django;Express;FastAPI;Flask;Node.js;React;Spring Boot
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;PyCharm;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Google Gemini;Delphi 12+ Athens
null
null
null
null
Windows;Ubuntu;Debian;Linux (non-WSL)
Windows;Ubuntu;Debian;Linux (non-WSL)
Asana;GitHub
null
null
NA NA
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Bookmark posts to look at later NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Other (write in):
null
null
Writing code;Debugging or fixing code;Creating or maintaining documentation
Project planning;Deployment and monitoring;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Vibe coding is not the tool ultimate but is very useful during coding
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
Vector databases for AI applications
AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
LanceDB
null
null
No
null
No
ChatGPT;Auto-GPT;Blackbox AI
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
348
5
45,069
45,070
I code primarily as a hobby
65 years or older
Some college/university study without earning a degree
Retired
Volunteering (regularly)
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
34
Retired
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
null
null
null
2
Norway
NOK Norwegian krone
300,000
Yes
HTML/CSS
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,648
null
45,070
45,071
I am a developer by profession
45-54 years old
Other (please specify):
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other (please specify):
35
System administrator
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Insurance
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;SQL
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure
Terraform
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
Azure Devops;Jira
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
45,071
45,072
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,072
45,073
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Volunteering (regularly)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
25
Architect, software or solutions
null
null
null
null
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
null
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
12
6
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;Rust;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;JavaScript;Python;Ruby;Rust;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;Ruby;Rust;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis
Dynamodb;Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;npm;Pip;pnpm;Terraform;Yarn
Amazon Web Services (AWS);APT;Cargo;Heroku;Homebrew;npm;Pip;pnpm;Terraform;Yarn
Amazon Web Services (AWS);APT;Homebrew;npm;Pip;pnpm;Terraform;Yarn
hex hex
Yes
Angular;AngularJS;Express;FastAPI;Flask;Next.js;Node.js;Nuxt.js;Phoenix;Ruby on Rails;Vue.js
Express;FastAPI;Flask;Next.js;Node.js;Nuxt.js;Phoenix;Ruby on Rails;Vue.js
Express;FastAPI;Flask;Next.js;Node.js;Nuxt.js;Phoenix;Ruby on Rails;Vue.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;PyCharm;Vim;Visual Studio Code;VSCodium;WebStorm
Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
MacOS;Debian;Linux (non-WSL)
Windows
Asana;Clickup;Confluence;GitHub;GitLab;Jira;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
Meta Llama (all models);Mistral AI models
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Use discussion or chat feature NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
Only for big-picture coding, so no details, but fine for generating structure.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
evaluating AI generated results.
null
5
45,073
45,074
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
10
Data engineer
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
null
Argentina
ARS Argentine peso
4,400,000
Yes
Bash/Shell (all shells);Python;SQL
Python;Rust
Python
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Docker;Pacman;Pip;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Kubernetes;Pacman;Pip;Podman;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Pacman;Pip;Terraform
NA NA
No
null
null
null
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
Pydantic;uv
Pydantic;uv
Pydantic;uv
null
null
Android;Arch
Windows;Windows Subsystem for Linux (WSL)
Jira
Jira
Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
About half of the time
Yes, I use AI tools weekly
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Product management
3,753
3
45,074
45,075
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
17
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Poor usability NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
15
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
110,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Kotlin;TypeScript
Bash/Shell (all shells);HTML/CSS;Kotlin;Scala;TypeScript
Bash/Shell (all shells);HTML/CSS;Kotlin;TypeScript
NA NA
Yes
H2;Microsoft SQL Server;Oracle
Microsoft SQL Server;MongoDB
Microsoft SQL Server
NA NA
Yes
Docker;Gradle;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman
Docker;Gradle;Kubernetes;Podman
Docker;Gradle;Kubernetes;Podman
NA NA
Yes
Angular;AngularJS;Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
GitHub;GitLab;Jira;Stack Overflow for Teams
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;LinkedIn;Medium
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, applying real world knowledge to a problem, integrating large systems properly
149,756
6
45,075
45,076
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
7
System administrator
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
25
15
Spain
EUR European Euro
36,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;PHP;Python;SQL
Bash/Shell (all shells);Go;PHP;Rust;SQL;Swift
Bash/Shell (all shells);Go;PHP;SQL
NA NA
Yes
Elasticsearch;InfluxDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite
InfluxDB;MariaDB;PostgreSQL;Valkey
InfluxDB;MariaDB;PostgreSQL
NA NA
Yes
Ansible;APT;Cloudflare;Composer;Docker;Homebrew;npm;Pacman;Pip;pnpm;Podman;Prometheus;Yarn
Ansible;APT;Cloudflare;Composer;Docker;Homebrew;Pacman;Podman;Prometheus
Ansible;APT;Cloudflare;Composer;Docker;Homebrew;Pacman;Podman;Prometheus
NA NA
Yes
Deno;FastAPI;Laravel;WordPress
Laravel
Laravel
NA NA
Yes
Cline and/or Roo;Cursor;Trae;Vim;Visual Studio Code;Windsurf
Claude Code;Vim;Visual Studio Code;Windsurf
Vim;Visual Studio Code;Windsurf
NA NA
Google Gemini;Ollama;uv
Tailwind CSS 4;Ollama;uv
Ollama;uv
null
null
iOS;Linux (non-WSL);Arch;NixOS
MacOS;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Linear;Markdown File;Obsidian;Wikis
GitHub;GitLab;Google Workspace;Linear;Markdown File;Wikis
GitHub;GitLab;Google Workspace;Linear;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Documenting code;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Debugging or fixing code
null
Learning about a codebase;Testing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
Yes, but completely monitored. No AI code shall make it to prod without checking it manually.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;MCP servers
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
Ollama;OpenRouter
null
Sentry;Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini;Roo code (Roo-Cline)
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Critical thinking and problem solving looking for alternatives. AI usually ends up spinning around the same ways of doing things even when they are totally in the wrong.
41,765
null
45,076
45,077
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Books / Physical media
9
Developer, mobile
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
300,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;Swift;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Firebase;Google Cloud;IBM Cloud;Kubernetes;npm;Pip;Terraform;Yarn
Amazon Web Services (AWS);Ansible;Docker;Firebase;Google Cloud;IBM Cloud;Kubernetes;npm;Pip;Terraform;Yarn
Amazon Web Services (AWS);Ansible;Docker;Firebase;Google Cloud;IBM Cloud;Kubernetes;npm;Pip;Terraform;Yarn
NA NA
Yes
Angular;AngularJS;Django;Express;jQuery;Laravel;Spring Boot;WordPress
Angular;AngularJS;Django;Express;jQuery;Laravel;Spring Boot;WordPress
Angular;AngularJS;Django;Express;jQuery;Laravel;Spring Boot;WordPress
NA NA
Yes
Android Studio;Claude Code;IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
Android Studio;Claude Code;IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
Android Studio;Claude Code;IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
NA NA
SwiftData;Google Gemini
SwiftData;Google Gemini
SwiftData;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Red Hat
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Red Hat
Asana;Confluence;GitHub;GitLab;Jira;Markdown File;Notion;Obsidian;Trello;Wikis
Asana;Confluence;GitHub;GitLab;Jira;Markdown File;Notion;Obsidian;Trello;Wikis
Asana;Confluence;GitHub;GitLab;Jira;Markdown File;Notion;Obsidian;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Learning about a codebase;Writing code;Predictive analytics;Search for answers
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Customer service support
Language processing
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;GitHub MCP Server;supabase;LangMem
null
Vertex AI;LangChain;Amazon Bedrock Agents;LangGraph
null
Galileo;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Devin AI;Perplexity;Amazon Codewhisperer
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem Solving
300,000
7
45,077
45,078
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
15
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Lack of or sub-par API NA
Insurance
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
7
null
United States of America
USD United States dollar
152,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);Java;PowerShell;Python
Bash/Shell (all shells);Java;PowerShell;Python
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;Snowflake
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;npm;Pip;Terraform;Vite
Amazon Web Services (AWS);Docker;Gradle
Amazon Web Services (AWS);Docker;Gradle
NA NA
Yes
Node.js;Spring Boot;Vue.js
Spring Boot
Spring Boot
NA NA
Yes
Neovim;Notepad++;Visual Studio;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;iOS
Windows
Confluence;Jira;Markdown File
Markdown File
Markdown File
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Committing and reviewing code
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No. I feel that AI-generated code still needs oversight and understanding by the engineer doing the prompting.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Being able to review and understand the generated code, and being able to prompt effectively to so the generated code needs minimal intervention.
152,000
8
45,078
45,079
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
30
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
5
1
United States of America
USD United States dollar
75,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;Rust;SQL;Swift;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;Redis;Snowflake
MariaDB;PostgreSQL;Redis
MariaDB;Redis
Hubspot NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;npm;Terraform;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;Prometheus;Terraform;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;Terraform;Vite;Yarn
ArgoCD ArgoCD
Yes
Express;Node.js;React
Express;Node.js;React
Express;Node.js;React
NA NA
Yes
Claude Code;Vim;Visual Studio Code
Claude Code;Vim;Visual Studio Code
Claude Code;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;Ubuntu;Linux (non-WSL)
MacOS;Ubuntu;Linux (non-WSL)
GitHub
GitHub
GitHub
Shortcut NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Generating content or synthetic data
Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Predictive analytics
Project planning
Writing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
Yes. Starting with Claude 3 sonnet I feel like generated code was good enough that I was mostly committing it without many local human edits. (After maybe an iteration or two of changing the LLMs approach or changing details of the implementation.) Claude 4 seems even better so I suspect that I'm not going to be going back to writing much code by hand, and it's getting to the point that my review of code before committing is becoming more and more cursory, and I'll just refactor (with assist from Claude) occasionally when I think something is getting unweildy. (Usually defined by Claude starting to struggle to produce working code for a desired feature.)
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
I suspect that helping AI design towards good practices (automated tests the enable more fearless refactoring) will be the majority of what I do. I suspect that design/visual work will remain valuable for humans to do, though AI can absolutely do a better job creating attractive UI than I can myself.
75,000
4
45,079
45,080
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
7
4
Brazil
BRL Brazilian real
648,000
Yes
C#;Dart;Elixir;JavaScript;Python;TypeScript
C#;Dart;Elixir;JavaScript;Python;TypeScript
C#;Dart;Elixir;JavaScript;Python;TypeScript
SQL NA
Yes
BigQuery;PostgreSQL;Redis;Supabase
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Firebase;Microsoft Azure;NuGet;Pip;Poetry;Supabase;Vercel;Vite;Yarn
Digital Ocean;Docker;Vite
Digital Ocean;Docker;Vite
NA NA
Yes
ASP.NET Core;FastAPI;React
ASP.NET Core;FastAPI;Phoenix;React;Svelte
ASP.NET Core;FastAPI;React
NA NA
Yes
Cursor;PyCharm;Visual Studio Code;WebStorm;Xcode;Zed
Cursor;PyCharm;Visual Studio Code;WebStorm;Xcode;Zed
Cursor;PyCharm;Visual Studio Code;WebStorm;Xcode;Zed
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Shadcn/ui
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
MacOS
MacOS
Confluence;GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Discord;X;YouTube
Discord;X;YouTube
Discord;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Job board
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring;Predictive analytics
Project planning;Writing code;Creating or maintaining documentation
null
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no!
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
design patterns, software architecture, collaboration
117,960
8
45,080
45,081
I am learning to code
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
41
Support engineer or analyst
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,081
45,082
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
24
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Other:
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,082
45,083
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
46
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
40
Data scientist
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable Efficiency
Outdated or obsolete technology or features Development
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
5
5
Mexico
MXN Mexican peso
null
Yes
HTML/CSS;Python;R;SQL;TypeScript
HTML/CSS;Java;JavaScript;MATLAB;Python;R;SQL;TypeScript
HTML/CSS;Python;R;SQL;TypeScript
NA NA
Yes
MySQL
BigQuery;DuckDB;MySQL;SQLite
MySQL
NA NA
Yes
npm;Pip
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;Kubernetes;Microsoft Azure;npm;Pip
npm;Pip
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
NA NA
Google Gemini
Polars;RAG;Google Gemini
Google Gemini
null
null
Windows;MacOS;iOS
Windows;MacOS;iOS
GitHub
GitHub;GitLab;Google Colab;Google Workspace;Stack Overflow for Teams
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I have intention to learn Vibe coding in the near future.
Yes, I use AI agents at work weekly
Yes, somewhat
Business process automation;Decision intelligence;Data and analytics;Marketing;Other Industry purpose (write in):
Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs;Personalized agent creation;Other specific task (write in):
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
GitHub MCP Server
nmp
AutoGen (Microsoft);Llama Index;LangChain
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
All of them
null
null
45,083
45,084
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
20
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
9
2
Germany
EUR European Euro
90,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Lua;Perl;PowerShell;Python;Rust;TypeScript
C#;C++;Python;Rust;TypeScript
C#;C++;Python;Rust;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL
Elasticsearch;MariaDB;MongoDB;Valkey
Elasticsearch;MariaDB;MongoDB
NA NA
Yes
Ansible;APT;Cargo;Docker;Make;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Podman;Prometheus;Vite
Ansible;APT;Cargo;Chocolatey;Docker;Kubernetes;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Podman;Prometheus;Terraform;Vite
Ansible;APT;Cargo;Docker;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Podman;Prometheus;Vite
NA NA
Yes
Angular;ASP.NET Core;Blazor;Django;jQuery;Node.js;Vue.js;WordPress
Angular;ASP.NET Core;Astro;jQuery;Node.js;Vue.js
Angular;ASP.NET Core;jQuery;Node.js;Vue.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23
.NET 8 or higher;c++23
null
null
Arch
Windows;Windows Subsystem for Linux (WSL)
Confluence;Doxygen;GitHub;Jira;Miro;Obsidian
Confluence;Doxygen;GitHub;Jira;Miro;Obsidian
Confluence;Doxygen;GitHub;Jira;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
AutoGen (Microsoft)
null
Grafana + Prometheus
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
Software Design, Creativity, Requirements Engineerering
104,413
7
45,084
45,085
I code primarily as a hobby
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Transitioning to retirement (gradually reducing work hours)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Data or business analyst
null
null
null
null
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
null
null
null
null
null
3
Russian Federation
RUB Russian ruble
2,000,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;MicroPython;Perl;PHP;PowerShell;Python;SQL
C;C++;Kotlin;MicroPython;Python;SQL
C;C++;Kotlin;MicroPython;Python;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Aider;Android Studio;Nano;Visual Studio Code
Aider;Android Studio;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code
Aider;Android Studio;Nano;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Less than once every 2 - 3 months
null
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
null
null
null
I haven’t encountered any problems
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions
null
25,519
null
45,085
45,086
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
18
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Fintech
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
6
6
Turkey
TRY Turkish lira
null
Yes
Bash/Shell (all shells);Go;Java;Kotlin;SQL;TypeScript
Go;Java;Kotlin
Go;Java;Kotlin
NA NA
Yes
PostgreSQL
Elasticsearch;MongoDB;PostgreSQL;Clickhouse
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
MacOS
GitHub;Jira;Markdown File;Notion
GitHub;GitLab;Jira;Markdown File;Miro;Notion
GitHub;Jira;Markdown File;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Deployment and monitoring
Project planning;Writing code;Debugging or fixing code
Predictive analytics;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
I haven’t encountered any problems
not agree
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
7
45,086
45,087
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
14
Data engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Other (please specify): Adoption
Availability of better alternatives NA
Other:
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
null
null
France
EUR European Euro
135,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
BigQuery;MongoDB;PostgreSQL
BigQuery;PostgreSQL
BigQuery;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Maven (build tool);Pip;Terraform
Docker;Google Cloud;Pip;Terraform
Docker;Google Cloud;Pip;Terraform
NA NA
Yes
FastAPI;Vue.js
FastAPI
FastAPI
NA NA
Yes
Claude Code;IntelliJ IDEA;PyCharm;Vim
IntelliJ IDEA;PyCharm;Vim
IntelliJ IDEA;PyCharm;Vim
NA NA
null
null
null
null
null
Debian
Windows;Windows Subsystem for Linux (WSL);Debian
Confluence;GitHub;Google Workspace;Obsidian
Google Workspace;Obsidian
Google Workspace;Obsidian
NA NA
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
null
156,620
10
45,087
45,088
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
18
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
9
3
United States of America
USD United States dollar
900,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;R;SQL
Bash/Shell (all shells);HTML/CSS;PHP;PowerShell;Python;R;Rust;SQL
Bash/Shell (all shells);HTML/CSS;PHP;PowerShell;Python;R;SQL
NA NA
Yes
MySQL
Elasticsearch;MySQL;Neo4J;PostgreSQL
MySQL
Presto Presto
Yes
Chocolatey;Docker;Pip
Docker;Pip
Docker;Pip
Conda Conda
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio
Claude Code;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;LangGraph
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;Pydantic;RAG;Google Gemini;LangGraph
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Android
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Wikis
Lucid (includes Lucidchart);Markdown File;Wikis
Lucid (includes Lucidchart);Markdown File;Wikis
Mercurial Mercurial
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Threads NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers
Project planning;Generating content or synthetic data
Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
Yes, I use AI agents at work daily
Yes, somewhat
Business process automation;Cybersecurity
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Personalized agent creation
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Langgraph, custom
Llama Index;LangChain;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Contextual knowledge and knowing pitfalls to design choices that are based on a specific application. Understanding why we need certain features and innovations beyond step changes.
900,000
6
45,088
45,089
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Senior executive (C-suite, VP, etc.)
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Healthcare
Recognition from leadership for your work NA
No
I have transitioned into a new career and/or industry voluntarily
5
3
Belgium
EUR European Euro
160,000
Yes
Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;Dart;Python
Bash/Shell (all shells);C#;Dart;Python
NA NA
Yes
Microsoft SQL Server;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Datadog;Docker;Firebase;NuGet;Pip;Terraform
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Datadog;Docker;Firebase;Pip;Splunk;Terraform
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Datadog;Docker;Firebase;Pip;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;FastAPI;Fastify;WordPress
ASP.NET Core;FastAPI;Fastify;Svelte
ASP.NET Core;FastAPI;Fastify
Flutter Flutter
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Pydantic;Microsoft Fabric;Google Gemini;uv
Large Language Model;Pydantic;RAG;Shadcn/ui;uv
Pydantic;uv
null
null
MacOS;Ubuntu;Android;Linux (non-WSL)
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Clickup;Confluence;Jira;Markdown File;Microsoft Planner
Azure Devops;Clickup;Confluence;GitHub;GitLab;Jira;Markdown File
Azure Devops;Clickup;Confluence;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Search for answers;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code
null
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I haven’t encountered any problems
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
185,623
9
45,089
45,090
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
15
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;SQL;Swift;TypeScript
NA NA
Yes
Elasticsearch;H2;IBM DB2;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
Elasticsearch;H2;IBM DB2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis
Elasticsearch;H2;IBM DB2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Chocolatey;Digital Ocean;Docker;Homebrew;Maven (build tool);Microsoft Azure;npm;Pip;Podman;Splunk;Webpack
Chocolatey;Digital Ocean;Docker;Homebrew;Maven (build tool);Microsoft Azure;npm;Pip;Podman;Webpack
Chocolatey;Digital Ocean;Docker;Homebrew;Maven (build tool);Microsoft Azure;npm;Pip;Podman;Webpack
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Django;Express;Flask;React;Spring Boot;Svelte;Vue.js
Angular;ASP.NET;ASP.NET Core;Blazor;Django;Express;Flask;React;Spring Boot;Svelte;Vue.js
Angular;ASP.NET;ASP.NET Core;Blazor;Django;Express;Flask;React;Spring Boot;Svelte;Vue.js
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code;Xcode;Zed
Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code;Xcode;Zed
Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code;Xcode;Zed
NA NA
Tailwind CSS 4;Ollama
SwiftData;RAG;Ollama
Ollama
null
null
Windows;MacOS;Ubuntu;iOS;iPadOS
Windows;MacOS;Ubuntu;iOS;iPadOS
Azure Devops;GitHub;Jira;Markdown File;Miro;Obsidian;Stack Overflow for Teams;Trello
Azure Devops;GitHub;Jira;Markdown File;Obsidian;Stack Overflow for Teams
Azure Devops;GitHub;Jira;Markdown File;Obsidian;Stack Overflow for Teams
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn
NA NA
Yes
Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;Neo4j;Qdrant;GitHub MCP Server;ChromaDB
null
Llama Index;Ollama;LangChain
null
Sentry;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;AgentGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
8
45,090
45,091
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
15
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, back-end
1,000 to 4,999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Inefficient or time-costly NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
15
10
Mexico
MXN Mexican peso
1,100,000
null
C;Go
null
null
NA NA
Yes
MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Datadog;Docker;IBM Cloud;Kubernetes;Microsoft Azure;New Relic;Splunk
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
null
Azure Devops
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
Debugging or fixing code;Committing and reviewing code
Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
yes
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
easy understand code because AI needs a lot of correction
57,903
7
45,091
45,092
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
25
Developer, full-stack
Less than 20 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
9
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
50,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;SQL;TypeScript
null
null
NA NA
Yes
BigQuery;MariaDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip;Vite;Webpack;Yarn
null
null
NA NA
Yes
Laravel;Next.js;Node.js;React;Symfony;Vue.js
null
null
Livewire, InertiaJS NA
Yes
PhpStorm;Vim
null
null
Pulsar NA
Tailwind CSS 4;hostinger
null
null
null
null
MacOS
MacOS
GitHub;Jira;Trello
null
null
Bitbucket NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Predictive analytics;Search for answers
null
Project planning;Writing code
Committing and reviewing code
Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Not at this moment.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Customer service support
Vector databases for AI applications;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
null
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;LanceDB;GitHub MCP Server
null
Haystack
null
arize
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions
Coding quality, and solving complicated problems.
68,071
8
45,092
45,093
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
40
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
15
10
Germany
EUR European Euro
75,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;SQLite
Elasticsearch;MongoDB;PostgreSQL;SQLite
Elasticsearch;MongoDB;PostgreSQL;SQLite
NA NA
Yes
Docker;Kubernetes;npm;NuGet
Docker;Kubernetes;npm;NuGet;pnpm;Webpack
Docker;Kubernetes;npm;NuGet
NA NA
Yes
ASP.NET Core;Express;Node.js
Angular;ASP.NET Core;Express;Node.js
ASP.NET Core;Express;Node.js
OpenUI5 OpenUI5
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
Github Copilot Github Copilot
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Testing code
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Absolutely not. I double-check all generated code (and that of my coworkers)
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
Proper engineering and comprehension of the concepts of a code base.
87,011
9
45,093
45,094
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
44
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
46
Data engineer
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
7
5
Canada
CAD Canadian dollar
225,000
Yes
Bash/Shell (all shells);Delphi;PHP;PowerShell;Python;Ruby;SQL
Bash/Shell (all shells);Delphi;PHP;PowerShell;Python;Ruby;SQL
Bash/Shell (all shells);Delphi;PHP;PowerShell;Python;Ruby;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis
InterBase InterBase
Yes
Amazon Web Services (AWS);Chocolatey;Digital Ocean;Docker;Heroku;Make;Microsoft Azure;npm
Amazon Web Services (AWS);Chocolatey;Digital Ocean;Docker;Heroku;Make;Microsoft Azure;npm
Amazon Web Services (AWS);Chocolatey;Digital Ocean;Docker;Heroku;Make;Microsoft Azure;npm
NA NA
Yes
Angular;AngularJS;Drupal;jQuery;Laravel;Node.js;Ruby on Rails
Angular;AngularJS;Node.js;Ruby on Rails
Angular;AngularJS;Node.js;Ruby on Rails
NA NA
Yes
Nano;Notepad++;Sublime Text
Nano;Notepad++;Sublime Text
Nano;Notepad++;Sublime Text
Delphi, RAD Studio Delphi, RAD Studio
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat;Fedora
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat;Fedora
Confluence;GitHub;GitLab;Markdown File;Miro;Notion;Obsidian;Trello
Confluence;GitHub;GitLab;Markdown File;Miro;Notion;Obsidian;Trello
Confluence;GitHub;GitLab;Markdown File;Miro;Notion;Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very well at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
164,156
10
45,094
45,095
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
6
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Lack of AI or AI agents NA
Fintech
Working with new technologies and tools NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Indonesia
IDR Indonesian rupiah
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Generating content or synthetic data;Other (write in):
Debugging or fixing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
null
null
6
45,095
45,096
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types)
10
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
AI integration or AI Agent capabilities NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
2
France
EUR European Euro
39,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
Dart;Java;Kotlin
null
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure;npm;NuGet;Vercel
Firebase;Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;React
Vue.js
null
NA NA
Yes
Cursor;IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code;WebStorm
Android Studio;Claude Code;Cursor;IntelliJ IDEA;Visual Studio;Visual Studio Code
Cursor;IntelliJ IDEA;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;GitLab;Jira;Notion
null
null
NA NA
Stack Overflow;Discord;X;YouTube;LinkedIn
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Direct messaging of users
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
Testing code
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Writing code;Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Cybersecurity
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Thinking of systems, understand clients needs
45,246
6
45,096
45,097
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
10
Developer, front-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
12
6
United States of America
USD United States dollar
125,000
Yes
C#;HTML/CSS;JavaScript;Ruby;TypeScript
Dart;Elixir;Erlang;Scala
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Kubernetes;Microsoft Azure
Docker
null
NA NA
Yes
Next.js;Node.js;React
Svelte
null
NA Solid JS
Yes
Claude Code;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;MacOS
null
Azure Devops;Confluence;GitHub;Jira;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI);Other (write in):
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Committing and reviewing code
Testing code;Creating or maintaining documentation
Debugging or fixing code
Other (write in):
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Being able to understand code and where AI went wrong
125,000
9
45,097
45,098
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
12
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Bolivia
BOB Bolivian boliviano
71,500
Yes
C#
C#;JavaScript;Kotlin
C#
NA NA
Yes
MySQL
PostgreSQL
null
informix NA
Yes
Amazon Web Services (AWS);Docker
null
null
NA NA
Yes
ASP.NET Core
Next.js;React;Vue.js
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code;Windsurf
Cursor
null
NA NA
null
null
null
null
null
Windows
Windows
GitLab;Jira
Obsidian
null
NA NA
null
null
null
NA NA
Yes
DeepSeek (R- Reasoning models)
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Documenting code
null
I’ve become less confident in my own problem-solving
no never, vibe codign is a fucking cancer
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT
null
When I don’t trust AI’s answers
no idea
10,331
7
45,098
45,099
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
26
Architect, software or solutions
500 to 999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Retail and Consumer Services
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
10
5
Germany
EUR European Euro
70,000
Yes
C#;Delphi;PowerShell;SQL
C#;Delphi;PowerShell;SQL
C#;Delphi;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL
Microsoft SQL Server;Oracle;PostgreSQL
Microsoft SQL Server;Oracle;PostgreSQL
NA NA
Yes
Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman;Terraform
Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman;Terraform
Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman;Terraform
NA NA
Yes
Angular;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Rider;Vim;Visual Studio;Visual Studio Code
Rider;Vim;Visual Studio;Visual Studio Code
Rider;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Odoo
.NET 8 or higher;Odoo
.NET 8 or higher;Odoo
null
null
Ubuntu
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;GitLab;Miro
Azure Devops;Confluence;GitHub;GitLab
Azure Devops;Confluence;GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Slack (public channels, not work)
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people)
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
not at all
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
same as now
81,210
8
45,099
45,100
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, front-end
20 to 99 employees
Individual contributor
Remote
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null