How Founders Use AI

How people use AI, and the tool for each job.

The AI map of which tool is for which job, checked on 29 October 2026, what changed since July, and every video, thread, guide, podcast and tool behind 360 answered questions on putting AI to work.

What changed since July

  1. 28 Oct 2026 GitHub began including Copilot with GitHub Enterprise licences and added projects to the Copilot app, where several agents work across repositories. Coding agents github.blog
  2. 27 Oct 2026 n8n released the 3.0 beta, a reliability and security release with breaking changes; self-hosting now runs on Docker only and the stable release is due in early December. No-code automation with AI steps blog.n8n.io
  3. 27 Oct 2026 Hex released Hex 4.0, rebuilt for analysts and AI agents working together, with a $100 million raise. Spreadsheets, data and internal tools hex.tech
  4. 26 Oct 2026 Replit launched Replit for Business, and the next day Cloud Agents that let non-engineers propose changes to a company codebase. App builders blog.replit.com
  5. 26 Oct 2026 OpenAI released GPT-6.1 Terra at $1 / $5 per million tokens, half the price of GPT-6.1 Sol. Frontier models openai.com
All 108 changes

What founders use most, ranked by how many answers lean on it.

  1. How professional legal teams actually slot AI into review workflows you can copy at startup scale. axiomlaw.com Article AI Contract Review and Analysis: What Legal Teams Need to Know Axiom Law
  2. A real law firm built on 100+ AI agents so startups stop paying Big Law prices, proof the model works. geekwire.com Article Can AI replicate an army of associates? These lawyers are betting their new firm on it GeekWire
  3. The structural anatomy of a contract (recitals, definitions, schedules) so AI summaries actually make sense to you. cobrief.app Guide How to read business contracts like a lawyer Cobrief
  4. Video Real Lawyer vs. ChatGPT LegalEagle (Devin Stone)
  5. The 12 traps (residuals clauses, hidden non-competes, indefinite terms) to ask AI to hunt for in any NDA. redflagged.app Guide NDA Review Checklist: 12 Non-Disclosure Agreement Red Flags for Freelancers and Founders Redflagged
  6. A clause-by-clause NDA review method built specifically for AI-assisted review. inkcheckai.com Guide How to Analyze an NDA: Complete Review Checklist and Red Flags Guide InkCheck AI
  7. Short, punchy list of the eight NDA clauses that most often burn founders. legalmente.ai Article Do Not Sign Your NDA Until You Check For These 8 Red Flags! LegalMente AI
  8. When you're signing NDAs weekly, this is the workflow for batch-reviewing them without a legal team. pactly.com Article How to Review NDA Contracts at Scale with AI Tools Pactly
  9. Upload an NDA and get a lawyer-trained red-flag report in minutes, free to try before committing. goheather.io Tool Review Your NDA with AI (Free to Try) goHeather
  10. India's startup-focused legal firm on what's binding vs non-binding in an Indian term sheet, and why founders who sign within... treelife.in Guide Term Sheets in India: Complete Guide for Startups Treelife
  11. A top startup law firm decodes your first term sheet line by line, ideal context to paste alongside yours into AI. ltse.com Guide How to understand a startup term sheet for venture capital Gunderson Dettmer via LTSE
  12. The classic founder-side survival guide to every major term sheet provision. startuplawyer.com Guide Venture Capital Term Sheet Survival Guide Startup Lawyer (Ryan Roberts)
  13. Video Term Sheet Red Flags, Venture Capital Startup finance channel (YouTube)
  14. Video Decoding Term Sheets: Your Complete Roadmap to Negotiating Deals VC education channel (YouTube)
  15. Lawyer-written catalogue of dirty terms: multiple liquidation preferences, full-ratchet anti-dilution, control creep. harperjames.co.uk Article Red flags in your term sheet? What founders must know Harper James
  16. Covers the structured-deal tricks (PIK dividends, IPO ratchets) that make a headline valuation a lie. startuplawreview.co Article Red Flags in VC Term Sheets: What Entrepreneurs Need to Know Before Signing Startup Law Review
  17. Clean India-first primer on pool sizing (10-15%), 4-year vesting, and the two-stage tax hit. pedalstart.com Guide ESOP for Startups in India: Pool, Vesting and Tax Guide PedalStart
  18. The deepest founder-readable treatment of Indian ESOP tax, including the DPIIT deferral benefit. treelife.in Guide ESOP Scheme Design in Indian Startup Tax: Structure, Vesting, Exercise, Exit Treelife
  19. Mistake-first framing makes it the perfect checklist to run your draft ESOP policy against with AI. thejackrabbit.in Article ESOPs for Startups in India: 10 Costly ESOP Mistakes Founders Must Avoid The Jack Rabbit
  20. India's equity-management platform hosts the people who've implemented hundreds of ESOP plans. qapita.com Podcast Fables of ESOP with Ravi Ravulaparthi (Qapita) and Harshu Ghate (ESOP Direct) Qapita
  21. Video ESOPs part 2: Employee Stock Ownership Plan Step-by-Step (India) Indian finance educator (YouTube)
  22. The definitive peer-reviewed study: even Westlaw and Lexis AI hallucinate, general chatbots far worse. hai.stanford.edu Article AI on Trial: Legal Models Hallucinate in 1 out of 6 (or More) Benchmarking Queries Stanford HAI / RegLab
  23. Explains the psychology of why smart professionals keep falling for confident nonsense. scientificamerican.com Article Lawyers know AI can hallucinate. They keep citing fake AI cases anyway. Scientific American
  24. A law firm's full-year audit of who got sanctioned for what, the taxonomy of AI legal failure. sternekessler.com Article AI Hallucinations in Court Filings and Orders: A 2025 Review of Sanctions Sterne Kessler

Show the next 24

Playbooks

A goal, and the route through it a step at a time.

Start using AI well Pick an assistant, learn with it, hand it real work, and keep yourself and your data safe. 5 steps Build your product with AI From a prompt to a shipped product: prototype, build, and wire AI into what you ship. 6 steps Code and ship with AI Write, ship, and maintain real software as a founder, with AI as your pair. 4 steps Design and prototype with AI Go from idea to a clickable prototype without a designer. 3 steps Build AI agents and automations Wire up agents and internal tools that do real work for you. 3 steps Put AI inside your product Ship AI features users actually feel, not a bolted-on chatbot. 3 steps Research your market with AI Size the market, study competitors, and read data in hours, not weeks. 3 steps Market and grow with AI Content, creative, and distribution: fill the top of the funnel without a big team. 5 steps Create content with AI Write, film, and design a content engine that runs without a team. 3 steps Get found in AI search Show up when founders and buyers ask AI, not just Google (AEO/GEO). 3 steps Run ads with AI Brief creatives, read the numbers, and optimize spend with AI. 3 steps Find and serve customers with AI Research the market, prospect, close, and support, with AI doing the heavy lifting. 4 steps Sell and prospect with AI Find leads, personalize outreach, and run better sales calls. 3 steps Support customers with AI Answer faster and deflect tickets without losing the human touch. 3 steps Run the back office with AI The unglamorous grind: workflows, finance, legal, and hiring, automated where it counts. 5 steps Automate your workflows Stitch your tools together so the busywork runs itself. 3 steps Hire and manage your team with AI Source, screen, and onboard faster, and keep the team in sync. 3 steps Handle legal and finance with AI Draft contracts and stay on top of the numbers without a big spend. 2 steps Be more productive with AI Get more done and think sharper with AI as a daily habit. 3 steps Become an AI-native founder The meta-skills: build your stack, prompt well, and use AI to research, think, and decide. 6 steps Build your AI stack Pick the tools worth paying for and the prompts worth reusing. 3 steps

The questions, by topic

Building & Product

Research & Knowledge

Marketing & Growth

Sales & Customers

Operations & Back-office

Strategy & The AI-Native Founder

Everyday AI

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