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 278 answered questions on putting AI to work.

The AI map: which tool is for which job, as of 29 October 2026

Models and assistants AI assistants Frontier models Open-weight models Decision models

Building with AI Coding agents App builders Design and presentations Spreadsheets, data and internal tools

Agents and research Agents that do tasks for you AI browsers No-code automation with AI steps Research and search Meeting notes and everyday productivity

Making media Video generation Images Avatars and voice Music and audio Video editing

AI at work Prospecting and sales Marketing, ads and AI search Customer support agents Legal and contracts Finance and accounting Hiring and HR

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. A structured course if you want the full idea-to-validation system in one place. udemy.com Course Discover, Validate & Launch New Business Ideas with ChatGPT Udemy
  2. Librarian-curated prompts plus the real databases to verify AI numbers against. businesslibrary.uflib.ufl.edu Guide AI Prompts for Market Analysis (research library guide) University of Florida Business Library
  3. A top PM voice's framework so your AI research lands in a structure that drives decisions. aakashg.com Guide Competitive Analysis Framework Template Aakash Gupta
  4. Includes exactly how top operators use Perplexity and ChatGPT for competitor teardowns. news.aakashg.com Article The AI PM's Playbook Aakash Gupta
  5. A clean primer with prompts for products, pricing, reviews and a comparison matrix. coursera.org Guide How to Use ChatGPT for Competitor Analysis: Use Cases and Prompting Coursera
  6. A short course dedicated to the deep-research-for-CI workflow. aibusinessnetwork.ai Course Use ChatGPT for Competitive Analysis: Deep Research Workflows That Save Hours AI Business Network
  7. Copy-ready deep research prompts tuned for competitor teardowns. medium.com Article Competitor Analysis Deep Research Prompts for Documentation Balu Kosuri
  8. Covers the monitoring layer: watching pricing pages, job posts and launches automatically. unkover.com Guide AI Competitive Intelligence: How to Use AI for CI Unkover
  9. Focused on mining competitors' social presence and share of voice with AI. sociality.io Guide Competitive analysis with ChatGPT (AI in social media strategy) Sociality.io
  10. A founder-specific mega-prompt that outputs a complete CI document. aiforwork.co Guide Create A Competitor Analysis Document with ChatGPT (prompt included) AI for Work
  11. An investor's view of what competitive analysis must prove in a fundraise. qubit.capital Article Market Research & Competitive Analysis for Startups Qubit Capital
  12. Includes the famous sub-$20/month founder stack: BuiltWith alerts, Visualping diffs, Slack. buildmvpfast.com Article AI Competitive Intelligence Tools for Market Monitoring BuildMVPFast
  13. The continuous-discovery authority draws the precise line between AI leverage and AI damage. producttalk.org Article Customer Interview Analysis: Where AI Helps and Hurts Teresa Torres
  14. The credibility-stamped case for AI-scaled qual research, useful for convincing skeptics. hbr.org Article How AI Helps Scale Qualitative Customer Research Harvard Business Review
  15. A design studio benchmarks the tools against human researchers and reports the gaps. ustwo.com Article Putting AI customer research tools to the test ustwo
  16. The definitive tool map from recruiting through synthesis, updated regularly. userinterviews.com Guide 30+ AI Tools for Every Phase of UX Research User Interviews
  17. Survey data on how teams actually use AI in synthesis and the time it saves. lyssna.com Article Research Synthesis Report 2025: AI, Methods & Time Investment Lyssna
  18. An honest map of what AI moderation matches humans on and what it cannot do. getperspective.ai Article AI-Moderated Interviews: How They Work, When to Use Them, and What They Replace Perspective AI
  19. The research frontier on simulating customers, and why to stay skeptical of it. arxiv.org Article Synthetic Founders: AI-Generated Social Simulations for Startup Validation Research arXiv (academic)
  20. A documented 6-weeks-to-8-days discovery compression, step by step. aakashgupta.medium.com Article AI Just Made Product Discovery 10x Faster (Here's the Exact Process) Aakash Gupta
  21. Includes conversational data querying and research patterns from the best PMs. lennysnewsletter.com Article How top PMs increase their leverage with AI Lenny's Newsletter
  22. Torres's actual day-to-day setup for automating research legwork. lennysnewsletter.com Article How I AI: Teresa Torres uses Claude Code as her research and writing system Lenny's Newsletter (How I AI)
  23. The piece that made GEO a category: visibility now means being inside the answer. a16z.com Article How Generative Engine Optimization (GEO) Rewrites the Rules of Search Andreessen Horowitz
  24. The agency's own annotated version with extra implementation detail. graphite.io Article The Ultimate Guide To AEO (Graphite's companion notes) Graphite

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

Vibe Coding 15 Databases & Internal Tools 11 AI Agents 15 Design & Prototyping 12 AI in Your Product 13

Research & Knowledge

Search & Research 13 Market Research 13 Data Analysis 13

Marketing & Growth

Content Creation 12 Video, Image & Audio 14 Getting Found in AI Search (AEO/GEO) 12 Ads & Performance Marketing 14 Social & Community 12

Sales & Customers

Sales Prospecting 13 Customer Support 6 CRM & Sales Calls 12

Operations & Back-office

Legal & Contracts 13 Finance & Accounting 3 Hiring & HR 3 Productivity 3 Workflows & Automation 3

Strategy & The AI-Native Founder

Fundraising 6 Prompting 3 Building Your AI Stack 3 AI as a Thinking Partner 4

Everyday AI

Choosing Your AI Assistant 8 Learning with AI 7 Working with AI Agents 7 Using AI Safely 8 AI in Indian Languages 7
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