Update README.md

README.md

@@ -22,12 +22,12 @@ tags:
 
 ### Dataset Description
 
-An Awesome List of Artificial Intelligence-related Market Maps from 2025 and 2024.
+An Awesome List of 200+ Artificial Intelligence Startup Market Maps from 2025 and 2024.
 
 As these things go, this awesome list was inspired out of an ongoing personal frustration — I have been searching for a frequently updated and well-resourced list of recent AI-related market maps. Since I couldn't find a comprehensive resource which met my needs, I decided to build something substantial for the greater community.  
 
 METHODOLOGY  
-The list is currently organized by quarter, to illustrate hot AI topics as they are discussed and how fast the industry is evolving, mostly focusing on market maps from 2025 and 2024. My current data collection workflow includes ChatGPT, Exa Websets, Liner, human-in-the-loop curation, and some other methods.
+The list is currently organized by quarter, to illustrate hot AI topics as they are discussed and how fast the industry is evolving, mostly focusing on market maps from 2025 and 2024. My current data collection workflow includes ChatGPT, Google Gemini, Exa Websets, Liner, human-in-the-loop curation, and some other methods.
 
 ADD OR UPDATE A MARKET MAP  
 Named AI market maps, landscapes, blog posts with market maps, and related AI industry positioning (such as top XX lists) are fine.
@@ -41,16 +41,17 @@ OR
 
 ### Dataset Structure
 
-- CSV files are derived from the GitHub repo.   
-- The CSV files will be named as to date of extraction: Month Day FullYear. 
+- CSV files are derived from the GitHub README.md file.
+- The CSV file will be named as to date of extraction: Month Day FullYear. 
 - The current column structure is: Date, Category, Author, Title, URL.  
 
 ### Dataset Warnings
 
-⚠️ Please be aware of stray commas or other punctuation in some of the fields.  
-⚠️ In some rows, data has been transformed to remove troublesome punctuation.  
+⚠️ Despite best efforts at linting, please be aware of stray commas or other punctuation.  
+⚠️ In some fields, troublesome punctuation has been removed/transformed versus the original format.  
+⚠️ Dataset content will typically lag the GitHub repo, the CSV is updated bimonthly.  
 ⚠️ Category classification is human and capricious.  
-⚠️ Dataset content will typically lag the GitHub repo.  
+
 
 
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