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# The Team Slide [YouTube](https://www.youtube.com/watch?v=hgUHSPMbC44) Often considered the most crucial component of an investor deck, the Team slide aims to convince investors that you have the right people with the right skills to turn your vision into reality. Positioned strategically – typically at the end – it...
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resources/Modules/Raising (Pre-)Seed Funding/02-Preparing Your Investor Deck/15-The Team Slide.md
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# The Pitch Deck Improvement Process Once you’ve built your first investor deck, the real work begins: refining it. Expect a demanding revision process — it can easily take more than 100 iterations before your deck truly shines. This effort isn’t just about impressing investors; it also helps you uncover deeper insigh...
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resources/Modules/Raising (Pre-)Seed Funding/02-Preparing Your Investor Deck/16-The Pitch Deck Improvement Process.md
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# Introduction Investors want strong conviction that the expected return on their investment in your startup is high. Your investor deck plays a crucial role in building this confidence, but many (professional) investors will request additional materials that provide deeper insights into your business. In the topics ...
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resources/Modules/Raising (Pre-)Seed Funding/03-Preparing Other Materials/01-Introduction.md
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# Legal Documents A strong legal foundation is a must-have for any startup. It signals to investors that your company is properly registered, has a clean cap table, and is backed by clear agreements among founders and shareholders. While legal structure alone won’t make you successful, a weak setup can undermine even ...
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resources/Modules/Raising (Pre-)Seed Funding/03-Preparing Other Materials/02-Legal Documents.md
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# FAQs and FYI [YouTube](https://youtu.be/6OBV8HSbp4c) Beyond your pitch and deck, preparing two key documents can significantly enhance your performance during investor calls: a Frequently Asked Questions (FAQ) list and a For Your Information (FYI) document. ## **The FAQ Document** A classic FAQ is a comprehensive...
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resources/Modules/Raising (Pre-)Seed Funding/03-Preparing Other Materials/03-FAQs and FYI.md
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# Financial Models Investors will likely ask you for a financial model when considering an investment, especially if you already have some revenue traction. We therefore highly recommend creating a financial model for your startup. While our [Entrepreneurial Finance Module](https://platform.ewor.com/modules/22) covers...
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# Product Demos Providing investors with a product demo allows them to directly experience your solution and see firsthand how it addresses the problem you've identified. Below are some key considerations for recording your product demo. ## Recording Your Video **Show How You Solve the Problem** The demo's core pur...
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resources/Modules/Raising (Pre-)Seed Funding/03-Preparing Other Materials/05-Product Demos.md
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# LinkedIn and Online Presence [YouTube](https://youtu.be/oO2-2hdNTxk) Your online presence, particularly your LinkedIn profile, plays a significant role in fundraising and customer acquisition. While your direct interactions (in-person or video calls) and email communication are crucial, investors also conduct infor...
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resources/Modules/Raising (Pre-)Seed Funding/03-Preparing Other Materials/06-LinkedIn and Online Presence.md
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realfakephotos.com/) If you lack professional headshots, consider utilising this AI headshot generator. Simply visit the website, upload 10–20 pictures of yourself, and the platform will automatically crop and generate professional headshots for you. - [**Personal Branding**](https://platform.ewor.io/courses/404/) To l...
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# Preparing Your LinkedIn [YouTube](https://youtu.be/oO2-2hdNTxk) In this topic, we will explore how to optimise your LinkedIn profile to help give you an edge before you engage with investors.  ### A Memorable Headline The first part of your LinkedIn, that holds a lot of influence, is your headline. Consider tailo...
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resources/Modules/Raising (Pre-)Seed Funding/04-Final Preparations/01-Preparing Your LinkedIn.md
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you pursued an MBA. Arrange your educational experiences in descending order of importance so that the most significant ones are highlighted first. Avoid prioritising weak certificates or online courses at the top of your education section, especially if they don't hold the same weight as traditional academic degrees. ...
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# Launch Posts vs Stealth Startups [YouTube](https://youtu.be/N6m7VX8-1to) In this topic, we will look at whether you should go the stealth start-up route or if you should go with a launch post. Basically, on opposite sides of the spectrum, you should never have a mixture of stealth start-up and launch post. Instead...
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resources/Modules/Raising (Pre-)Seed Funding/04-Final Preparations/02-Launch Posts vs Stealth Startups.md
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# Legal Set Up Maintaining a sound legal framework is paramount, even though it might not be explicitly featured on your investor deck. Good angels and VCs will inquire after your legal decisions concerning the incorporation of your startup, the geography you are incorporated in and your co-founder agreement. An unpro...
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# Product Demos [YouTube](https://youtu.be/iflY17Bq-LA) In this topic, we will have a quick look at product demos. But first, we will explain what we think a perfect product demo features. ### Recording Your Video Make your product demo stand out by going beyond just a screen recording. Consider using tools like Lo...
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resources/Modules/Raising (Pre-)Seed Funding/04-Final Preparations/04-Product Demos.md
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# Financial Models [YouTube](https://youtu.be/I_MW09aaigA) This topic is all about financial models, as we highly recommended that you create a financial model for any business you are starting. At the very least, you should show your costs and the runway you'll have after funding. In many cases, it is advantageous t...
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# Introduction By now you have determined your fundraising goals and strategy and created your investor deck and other relevant materials. You are ready to start fundraising! In the following topics, we will discuss: ## Setting Up Your CRM An investor CRM is essential for managing outreach and tracking your progress...
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# Setting Up Your CRM [YouTube](https://youtu.be/hoDWkFFs2W0) Before reaching out to any investor, set up your investor CRM to keep track of your funding round. EWOR has created a CRM G-sheet template (linked below) which includes a dashboard to keep track of your (expected) fundraising amount. ## Key Columns for Yo...
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resources/Modules/Raising (Pre-)Seed Funding/05-Investor Outreach & Communication/02-Setting Up Your CRM.md
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# Creating a Target List of Investors With your CRM set up, it's time to populate it with potential investors. Building a robust list is fundamental to successful fundraising. Once you've compiled your list of potential investors, prioritise them by tagging them accordingly in your CRM.  ## 1. Start With Who You Know...
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# Requesting Introductions and Outreach Once you've identified potential investors and mutual connections in your CRM and labelled them according to priority, the next step is securing those warm introductions and crafting effective outreach. Begin your outreach by contacting low-priority investors (those ranked '3' i...
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demands a more direct, immediate call. **6. Closing Your Email** - Always leave the door open for further questions. Conclude by inviting the recipient to reach out for more information. - Express eagerness for further discussion. This encourages a two-way conversation and shows responsiveness. **7. Professional Foo...
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# The First Investor Meeting The first call with an investor is more than just a pitch; it's an opportunity for them to get to know you as a founder. They are looking to go deeper than your deck and assess you as a person. Here’s how you can demonstrate the key qualities investors seek. ## Show Your Coachability Inv...
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# Answering Investor Questions [YouTube](https://youtu.be/fE-uqEI5Lp8) This section delves into the dos and don'ts of responding to investor queries. It's not just about acing these questions; it's equally crucial to be aware of the various types of questions you might encounter. Now, let's delve into handling diffi...
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# Follow-Up Etiquette [YouTube](https://youtu.be/1nah25aToyU) As follow-ups are critical in raising funds, this topic explores best practices in follow-up etiquette. This etiquette can be summarised in four parts: ### Speed and Professional Conduct First and foremost, prioritise speed in your fundraising efforts. A...
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# Keeping Investors Engaged [YouTube](https://youtu.be/QRF07acaeE0) During your fundraising journey, especially after your initial investor call, maximising your efforts becomes paramount. This phase is crucial, and it's essential to capitalise on every opportunity. In this topic, we delve into the most effective str...
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# Securing Your Term Sheet [YouTube](https://youtu.be/UroYTYvqNg0) Closing your funding round typically involves two key steps. First, you need to secure your first term sheet. This initial term sheet often acts as a catalyst, expediting the process. Once you've received this crucial document, things tend to move swi...
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resources/Modules/Raising (Pre-)Seed Funding/06-Closing Your Round/01-Securing Your Term Sheet.md
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# Understanding Your Term Sheet Below, we are highlighting the most common terms and clauses in term sheets to help you get a better understanding of the offer you just received. ## Category I: Valuation and Equity Terms **Cap Table (or capitalization table)**: A table that details the ownership stakes in a company,...
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liquidate their shares  **Lead Investor**: The investor who drives the fundraising round and often negotiates terms on behalf of all investors **Oversubscribed**: When demand for shared exceed the amount initially available in a fundraising round  **Pro Rata Rights**: An agreement between an investor and a company, ...
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# Finalising and Closing Your Round Once you've secured a lead VC, the next step is to finalise and close your funding round. ### **Gap Filling and Closing** After a lead VC commits, they typically fund the majority of the round (80-90%). The remaining gap can be filled with additional angel investors. This requires...
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# Sales and Persuasion Sell your product, get talent to join your team and convince investors using research-backed sales & persuasion techniques. This module covers the core principles of persuasion and sales that underpin the frameworks used by top industry leaders and researchers. Why it matters is simple: as a fo...
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resources/Modules/Sales and Persuasion/index.md
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# The Purpose and Importance of Persuasion Dr. Robert Cialdini, a leading influence researcher, defines persuasion as a communication process for influencing other people to move, motivate, or enact a change in attitude or behavior by using spoken or written words. (Cialdini, 1984) Conversely, he also destroys common...
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resources/Modules/Sales and Persuasion/01-Persuasion Principles/01-The Purpose and Importance of Persuasion.md
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# Underlying Psychological Principles of Persuasion & Influence In his first book called Influence, The Psychology of Persuasion, Dr. Cialdini identifies 6 core pillars that are universal principles used in the persuasion process. The **first principle is reciprocity**, and what’s crucial to remember here is that peop...
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resources/Modules/Sales and Persuasion/01-Persuasion Principles/02-Underlying Psychological Principles of Persuasion & Influence.md
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# Human Decision Making A study posted in the Harvard Business Review by Gary Williams and Robert Miller discovered 5 generalized decision making categories that most people slot into, as well as how you can identify and persuade each specific type. They started by noting the **Charismatic type** - which you can reme...
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# Persuasion in Action Now that you understand the underlying psychological principles of persuasion, you’re ready to learn how to apply these principles. The followup to Influence, Dr. Cialdini’s book Pre-Suasion takes an actionable approach to influence that we’ll now examine here. Cialdini implores that the initia...
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://open.spotify.com/show/2ycsTkj41Oejs7D0Oh34VC?si=bhNivGXxTi65cSapKQtywA&dl_branch=1](https://open.spotify.com/show/2ycsTkj41Oejs7D0Oh34VC?si=bhNivGXxTi65cSapKQtywA&dl_branch=1) #### **Diving Deeper** - [This book](https://www.influenceatwork.com/books/pre-suasion/) explains more about online marketing techniques - ...
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# Persuasion in Daily Life It’s understandable if you’ve still got some reservations about improving your persuasive skill set. A useful re-frame is to see all human communication as a form of persuasion, whether it’s asking for a sale, asking someone on a date, or anything in between.   Here’s a fun activity you can...
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resources/Modules/Sales and Persuasion/01-Persuasion Principles/05-Persuasion in Daily Life.md
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# The Purpose & Importance of Sales Sales is often misunderstood and hated, yet it’s crucial to entrepreneurial success. While many people think of sleazy used car salesmen, sales is simply the process of diagnosing a prospect’s pain, determining if they’re the right fit for your solution, and persuading them your sol...
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resources/Modules/Sales and Persuasion/02-Sales Principles/01-The Purpose & Importance of Sales.md
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# Communicating Based On Customer Persona Successful sales communication hinges on an understanding of who your prospects are and how you can influence them. We’ll start by looking at the minimum standards for a B2B customer persona, and then switch gears to B2C. (Even though all businesses are P2P.) Regardless of wha...
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resources/Modules/Sales and Persuasion/02-Sales Principles/02-Communicating Based On Customer Persona.md
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# Sales Conversion Framework You’re now in a position where you deeply understand who your target prospect is and how to best communicate with them. It’s time to take what you’ve learned and use it to convert prospects. Note that the following framework is a combination of best practices from industry experts like Sal...
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another online sales course by [John Barrows here](https://jbarrows.com/) - If you want to watch [Jordan Belforts Youtube course: Start Here](https://youtu.be/dPHRDjJhiE4) - To learn about Jordan Belforts Straight Line Persuasion, [read here](https://www.jordanbelfortmembers.com/wp-content/uploads/2019/01/7-STEPS-GUIDE...
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resources/Modules/Sales and Persuasion/02-Sales Principles/03-Sales Conversion Framework.md
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# Objection Handling “No.” While most salespeople start running when they hear no, this is actually where the sale really begins. As we discussed earlier, objections come from a state where your prospect is feeling fear and resistance. The fear and resistance are keeping them stuck in their current state, and if any...
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resources/Modules/Sales and Persuasion/02-Sales Principles/04-Objection Handling.md
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# Long Run Sales Success Mindframe Success in sales is mainly an inner game. Your ability to consistently show up with an enthusiastic frame of being (regardless of the results you’re achieving) is a major key to long-run success. Here are some of my favorite nuggets of wisdom from industry experts that you can refer...
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resources/Modules/Sales and Persuasion/02-Sales Principles/05-Long Run Sales Success Mindframe.md
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# An Overview of Pricing Your Solution We’re onto the final lesson, how to price your solution! Pricing is an imperfect science, since some experts argue for cost-based and others argue value-based or other methods. What I’ll be sharing with you is a quick decision tree you can follow to determine how to best price yo...
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resources/Modules/Sales and Persuasion/03-Pricing Your Solution/01-An Overview of Pricing Your Solution.md
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# Co-Founders From finding a suitable co-founder, to working together effectively and managing a co-founder breakup. ## Co-Founders' Agreement Template This template outlines key terms and responsibilities between you and your co-founder(s), ensuring clarity and alignment from the start of your partnership. **Link:*...
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resources/Resources/Co-Founders/index.md
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# EWOR Co-Founder Conversation Starter
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resources/Resources/Co-Founders/EWOR Co-Founder Conversation Starter/EWOR Co-Founder Conversation Starter.md
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# Finance & Accounting Find reliable service providers and save time by using financial templates. ## EWOR Financial Analysis Guide This guide provides an overview of the four most important types of financial analysis in the (pre-)seed context. **Download:** [EWOR Financial Analysis Guide.pdf](./EWOR Financial Anal...
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resources/Resources/Finance & Accounting/index.md
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# Fundraising Resources, templates & services to help you raise your round efficienctly. ## Advance Subscription Agreement Template This ASA Template is in accordance with UK law. The ASA is an equity instrument where investors invest money now, but receive shares when these are issued in a future funding round. **...
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resources/Resources/Fundraising/index.md
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# Pre-Seed Investor Deck Guideline ## A Note From EWOR At EWOR, our experience with over 1,000 pre-seed investor decks as angel investors has revealed common challenges faced by founders. These issues often result in lower valuations and diminished investor interest. To combat this, we’re dedicated to assisting our ...
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resources/Resources/Fundraising/Pre-Seed Investor Deck Guideline/Pre-Seed Investor Deck Guideline.md
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# Human Resources Recruit, onboard and retain talent, or find the perfect freelancer for the task. ## Advisor Agreement Template Specify the scope of an advisor’s role, the compensation, and other responsibilities, such as confidentiality and non-competition clauses. **Link:** https://docs.google.com/document/d/16MJ...
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resources/Resources/Human Resources/index.md
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# Employment Contracts Use the below employment contract templates to create a contract for a new hire. - [Employment Contract - Full-Time - English](https://docs.google.com/document/d/1lJfnA1g0EFTm2r6V3cQ4e9hoZKW1GdapRlW3OZ2X47o/template/preview) - [Employment Contract - Part-Time - English](https://) - [Employment ...
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resources/Resources/Human Resources/Employment Contract Templates/Employment Contracts.md
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# Freelance Contract Templates Use one of the contracts below when hiring a freelancer. - [English Contract](https://docs.google.com/document/d/18OIYJUv4Dut-ZV7bAA5lriOEXosU3c2_D2ZtQe4qQmc/template/preview) - [German Contract](https://docs.google.com/document/d/1dczVzbpHvW2w1-Mw5SFKnXX3CHGGNH7aioVbUAcOejI/template/pr...
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resources/Resources/Human Resources/Freelance Contract Template/Freelance Contract Templates.md
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# Intern Contract Template Use one of the contracts below when employing an intern. - [Intern Contract - English](https://docs.google.com/document/d/1QPfXNsFFpnHraqCpfjYf8JzA1GIBOw8hrFMn6lSDU6g/template/preview) - [Intern Contract - German](https://) Note: We recommend always seeking legal counsel before using a con...
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# Introductions & Networking Everything you need to expand your network and open it up to others. ## EWOR’s Double Forwardable Email Double Opt-In Template The Forwardable Email can be especially useful if you want several introductions from one person, but can also be useful for single introductions, especially if t...
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# Legal Templates & Services EWOR-recommended legal professionals from different jurisdictions. ## Convertible Loan Agreement Template - Austria This CLA Template is in accordance with Austrian law and governs the conditions under which an investor provides a loan that is later either paid back or converted into equi...
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# Non-Disclosure Agreement Templates A Non-Disclosure Agreement (NDA) is a pivotal legal contract between two parties, usually individuals or companies. In this agreement, they consent to sharing confidential information for specific purposes while committing to maintaining its confidentiality, thus playing a vital ro...
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# Management & Leadership Measure what matters and communicate effectively to get stuff done. ## Company OKR Template Use this template to track your OKRs and Projects on a yearly and quarterly basis. **Link:** https://docs.google.com/spreadsheets/d/1fZ34wFN7UsG2-5VZUN1O8cFz0Dc7nYFUcJigKxuPnQU/template/preview ## E...
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# Other Resources Helpful tools and resources like the EWOR Brand Kit and AI Startup Mentor that defy single categories. ## AI Startup Mentor Explore AI-powered responses for your entrepreneurial question with this tool for premium ChatGPT users in the EWOR Community. **Link:** https://chat.openai.com/g/g-JrYJjslgn...
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# Personal Development Determine your starting point, set goals, and track your progress towards those goals. ## EWOR’s Daily & Weekly Reflection Checklists for Entrepreneurs Enhance your productivity, maintain focus, and optimise learning through structured reflection and organisation. **Details:** See Daily & Week...
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# Decision Style Assessment **External Link:** https://tally.so/r/3NrKbN Many studies point out that each makes hundreds, if not thousands, of decisions a day. However, research by Sahakian & Labuzetta (2013), indicates that we make **35,000 decisions a day**! As an entrepreneur, it’s up to you to make frequent and ...
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collaborative decision-maker may be confident in their abilities and able to make quick decisions on their own (autocratic), but also value input and feedback from others and consider the impact of their decisions on relationships (collaborative). Such a mixture of types can happen if someone has a personality or expe...
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# Daily & Weekly Reflection Checklist The EWOR Daily and Weekly Reflection Checklists are designed to help entrepreneurs enhance productivity, maintain focus, and optimise learning through structured reflection and organisation. The Daily Checklist includes tasks like reviewing priorities, organising desktops, managi...
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# Sales & Distribution From content management to B2B Sales Decks - everything you need to market and sell your product. ## B2B SaaS Terms & Conditions Template Protect yourself against claims by making it clear which rights and obligations you and your customers have. **Link:** https://docs.google.com/document/d/1z...
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# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. # dependencies node_modules .pnp .pnp.js # testing coverage # next.js .next/ out/ build # misc .DS_Store *.pem # debug npm-debug.log* yarn-debug.log* yarn-error.log* .pnpm-debug.log* # local env files .env.local .env.developmen...
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{ "dependencies": { "tw-animate-css": "^1.4.0", "@number-flow/react": "^0.5.11", "react-markdown": "^10.1.0", "remark-gfm": "^4.0.1", "marked": "^17.0.1", "cobe": "^0.6.5", "color-bits": "^1.1.1" } }
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# Meridian AI — Project Status **Last Updated:** February 8, 2026 **Status:** Phases 1-5 Complete, Phase 6 Polish & Hardening In Progress --- ## Project Overview **Meridian AI** is an intelligent healthcare facility analyzer for the Virtue Foundation, designed to help NGO coordinators, volunteer doctors, and heal...
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# | Stretch Goal | Status | Implementation | |---|-------------|--------|---------------| | 1 | **Citations** | Done | Every tool response includes `facilityId` + `facilityName`. Agent cites these in responses. `ToolTrace` component shows which data was used at each agentic step. | | 2 | **Map Visualization** | Done | ...
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─ web/ # firecrawlSearch, firecrawlScrape, firecrawlExtract │ │ │ ├── cache.ts # Tool result caching (@ai-sdk-tools/cache) │ │ │ ├── memory.ts # Working memory provider (@ai-sdk-tools/memory) │ │ │ ├── models.ts # 10 model definitions │ │ │ ├── prompts.ts # System prompts (artifacts...
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, chats, messages, voting, documents, streams) - `www/lib/db/migrations/` — 10 migration SQL files + snapshots - `www/scripts/migrate.ts` — Migration runner - `www/scripts/seed-facilities.ts` — CSV import script - `www/scripts/seed-embeddings.ts` — Embedding generation script --- ### Phase 2: AI Tool Implementation (...
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facility counts, regional breakdowns, specialty coverage, capacity summaries, data quality metrics | **Artifact-Enhanced Tool Wrappers (4):** | Tool | File | Description | |------|------|-------------| | `findNearbyArtifact` | `artifact-tools.ts` | Streams `FacilityMapArtifact` to client canvas with progress | | `find...
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- `www/lib/ai/agents/database-agent.ts` — Database sub-agent - `www/lib/ai/agents/geospatial-agent.ts` — Geospatial sub-agent - `www/lib/ai/agents/medical-reasoning-agent.ts` — Medical reasoning sub-agent - `www/lib/ai/agents/web-research-agent.ts` — Web research sub-agent - `www/lib/ai/agents/prompts.ts` — All agent-s...
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map, medical desert, stats dashboard, mission plan) - [x] Traditional artifact types (code editor, image editor, sheet editor, text editor) - [x] Sidebar with chat history - [x] Model selector UI - [x] Authentication forms (login, register, guest) - [x] Theme provider (dark/light) - [x] PWA manifest and service worker ...
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react-data-grid` - Text — ProseMirror rich text editor --- ### Phase 6: Runtime Debugging & Polish (IN PROGRESS) **Resolved Issues:** - [x] Model provider routing fixed — `gateway(modelId)` properly dispatches to selected model - [x] Context provider missing — Added `VFProvider` to both chat routes - [x] `message.pa...
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# Redis (resumable streams + production cache) FIRECRAWL_API_KEY="..." # Firecrawl (web research agent tools) ``` ### Database Schema **Core Tables** (in `www/lib/db/schema.ts`): - `User` — Authentication (email, password) - `Chat` — Conversations (title, visibility, userId) - `Message_v2` — Messages with `parts`...
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for split-pane view 5. **Tool Refinements:** - [ ] Improve `planMission` recommendation logic - [ ] Add more medical knowledge mappings - [ ] Strengthen SQL injection prevention in `queryDatabase` - [ ] Add caching to web research tools ### Long-Term (Features) 6. **Advanced Capabilities:** - [ ] Expor...
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lib/ai/tools/artifact-tools.ts` | Artifact-enhanced tool wrappers (stream to canvas) | | `www/lib/ai/tools/getStats.ts` | Aggregate statistics tool (facility counts, regional breakdowns, data quality) | | `www/lib/ai/tools/getSchema.ts` | Schema introspection utility for agent context | | `www/lib/ai/tools/schema-map.t...
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...md` | Official Databricks challenge brief (MVP requirements, evaluation criteria, stretch goals) | | `assets/docs/Virtue Foundation Scheme Documentation.md` | Schema definitions for facility data (field types, descriptions, enums) | | `scripts/python_models/` | 4 Pydantic extraction models (organizations, specialtie...
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` | Linter/formatter | | Ultracite | `^7.0.11` | Code quality presets | | Playwright | `^1.50.1` | E2E testing | | TypeScript | `^5.6.3` | Type checking | --- ## Contact & Contribution **Project Type:** Virtue Foundation NGO Healthcare Analysis Tool **Tech Stack:** Next.js 16, Vercel AI SDK v6 (multi-agent), Drizz...
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<h1 align="center">Bridging Medical Deserts: Agentic AI for Healthcare</h1> <p align="center"> <strong>An AI agent system for analyzing healthcare facility capabilities and identifying medical deserts</strong> </p> <img width="1727" height="1082" alt="image" src="https://github.com/user-attachments/assets/f88620a8-...
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& Inference | 5 | Classify and understand service nature | | Workforce Distribution | 6 | Healthcare workforce availability | | Resource Distribution & Gaps | 6 | Equipment and infrastructure analysis | | NGO & International Organization Analysis | 4 | NGO presence and impact | | Unmet Needs & Demand Analysis | 6 | Ide...
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`www/app/(chat)/api/chat/route.ts`. 2. API validates input (`postRequestBodySchema`), authenticates the user, checks per-user rate limits, and loads prior chat state. 3. Uploaded document text is assembled into `documentContext` and injected into the agent run. 4. The API creates the orchestrator (`createOrchestratorAg...
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summary"] M --> T F --> T T --> A["Orchestrator final synthesis"] ``` ## Agent system deep dive ### 1) Database Agent (`databaseAgent`) File: `www/lib/ai/agents/database-agent.ts` - **Purpose**: SQL and semantic retrieval over facilities + demographics/WHO benchmark context. - **Core tools**: `queryDatabase`,...
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-native** (map/dashboard/document tools are first-class outputs, not post-processing). - They are **stateful where it matters** (user-scoped working memory persisted in Postgres via Drizzle). ## Reliability, safety, and observability - **Auth + authorization + entitlement checks** in the chat API route. - **Input val...
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**Bridging Medical Deserts \-** **Building Intelligent Document Parsing Agents for the Virtue Foundation** Sponsored Track by DataBricks ### **1\. Motivation / Goal to Achieve** **Motivation:** By 2030, the world will face a shortage of over 10 million healthcare workers — not because expertise doesn’t exist, bu...
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orchestrator: langgraph, llama index, crewAI * ML lifecycle: MLFlow * RAG: Databricks, FAISS, lanceDB * Text2SQL: genie * **Environment:** The challenge is scoped for small amounts of high-impact medical data to ensure compatibility with the Databricks Free Edition. * **Datasets:** Real-world facility r...
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# Meridian AI: Agentic Intelligence for Healthcare Infrastructure Analysis **Technical Report** | Hack Nation Hackathon | Databricks "Bridging Medical Deserts" Track | Virtue Foundation --- ## Problem The Virtue Foundation maintains a dataset of 987 healthcare facilities across Ghana's 16 regions. The dataset mixes...
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D globe, ScatterplotLayer, dark CARTO basemap | | Auth | NextAuth 5 (beta) | Guest (100 msg/day) and registered users, bcrypt password hashing | | Tooling | 18 AI tools total | 3 database, 4 geospatial, 3 medical reasoning, 3 web research, 1 statistics, 4 platform | | Safety | SQL validation, 15s timeouts, 100-row caps...
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x^x# VFMatch AI Agent — Technical Blueprint v2 > Single source of truth. Aligned line-by-line with the Databricks challenge brief and VF Agent Questions document. --- ## Challenge Alignment Matrix Before anything else — here's exactly how our features map to evaluation criteria: ### Evaluation Criteria → Our Featu...
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[Facility Name] offer? | `getFacility` | | 1.4 | Are there any clinics in [Area] that do [Service]? | `searchFacilities` (with region filter) | | 1.5 | Which region has the most [Type] hospitals? | `queryDatabase` | | 2.1 | How many hospitals treating [condition] within [X] km of [location]? | `findNearby` | | 2.3 | La...
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``` --- ## Database: Drizzle Schema ### `src/db/schema.ts` ```typescript import { pgTable, serial, integer, text, boolean, doublePrecision, timestamp, index } from 'drizzle-orm/pg-core'; import { vector } from 'drizzle-orm/pg-core'; // pgvector support export const facilities = pgTable('facilities', { id: ...
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/ drizzle.config.ts import { defineConfig } from 'drizzle-kit'; export default defineConfig({ schema: './src/db/schema.ts', out: './src/db/migrations', dialect: 'postgresql', dbCredentials: { url: process.env.DATABASE_URL!, }, }); ``` ### Why Drizzle | vs Raw SQL | vs Prisma | |-----------|-----------|...
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3 strong matches and 2 partial matches" - Handle medical synonyms naturally: "heart surgery" → finds "cardiothoracic", "CABG", "valve replacement", etc. **How it uses pgvector:** Each facility has a single embedding (1536 dims) created from the concatenation of all free-text fields. The search embeds the query, then u...
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X] km of [location]?" --- ### Tool 5: `findMedicalDeserts` **Purpose: Identify geographic regions where specific healthcare services are absent or dangerously far** This is the headline social impact feature. A "medical desert" is a populated area where a critical service is beyond a reasonable travel distance. This...
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/medium/high/critical), human-readable explanation, the specific data points that triggered the flag. **Questions it answers (from VF doc):** - 4.4: "Facilities claiming unrealistic procedures relative to size?" - 4.7: "Correlations between facility characteristics that move together?" - 4.8: "High breadth of claimed ...
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doc):** - 6.1: "Where is the workforce for [subspecialty] actually practicing?" - 8.3: "Gaps where no organizations working despite evident need?" - Implicitly supports unmet needs analysis (Category 9) --- ## Citations System The challenge brief explicitly calls out citations as Stretch Goal #1, with bonus points f...
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Important: ~733 null regions, ~600 null doctor counts, ~700 null bed counts. ## Your Tools (8) [name, description, when to use, what it returns — for each tool] ## Multi-Tool Reasoning For complex questions, use multiple tools in sequence: 1. Start with getStats or queryDatabase for overview 2. Use searchFacilities f...
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───────────────────────┤ │ │ │ │ [ Ask about Ghana's │ │ │ │ │ healthcare... ] │ │ │ │ └───────────────────────┘ │ │ └─────────────────────────────┴───────────────────────────────...
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. Clone Vercel AI Chat SDK (`git clone https://github.com/vercel/ai-chatbot.git`) 2. Install dependencies (`pnpm install`) 3. Create Neon Postgres → get `DATABASE_URL` 4. Set up Drizzle schema + run migrations + add pgvector indexes 5. Run `seed-facilities.ts` → 987 rows 6. Run `seed-embeddings.ts` → vectors for all fa...
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Flags mismatches. "Facility X claims neurosurgery with 3 doctors and 20 beds." Shows cross-field reasoning. | Technical Accuracy + IDP Innovation | | 3:15–4:15 | **Q4**: "I'm an ophthalmologist with 2 weeks in April. Where should I go?" → Planning system kicks in. Multi-tool chain: deserts → nearby → facility check → r...
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# VF Agent \- Comprehensive Question Reference This document consolidates all questions the VF Agent is designed to answer, organized by category. ## MoSCoW Definitions [MoSCoW](https://www.productplan.com/glossary/moscow-prioritization/) is an industry standard for defining feature requirements. Here is what they m...
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Architecture | | :---- | :---- | :---- | :---- | | 3.1 | Which facilities claim to offer \[specific subspecialty service\] but lack the basic equipment required to perform it? | Should Have | Genie Chat \+ Completeness Assumption | | 3.2 | Which facilities have equipment listed that appears to be temporary or brought i...
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Agent \+ VS Index Point Lookup | | 5.3 | How often do strong clinical claims appear alongside weak operational capability signals (limited hours, unclear contact, no appointment workflow, etc.)? | Could Have | Medical Reasoning Agent \+ Genie Chat | | 5.4 | What combinations of procedures/equipment co-occur as stable ...
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