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. The 2025 conversation where the AI-search era for the web is laid out. podcasts.apple.com Podcast Google CEO Sundar Pichai on the next phase of AI (Decoder) Nilay Patel, The Verge
  2. The definitive positioning practitioner, including a 2026 episode on starting from competitive alternatives. positioning.show Podcast Positioning with April Dunford (podcast) April Dunford
  3. A dense long-form interview on positioning fundamentals your AI research must plug into. fs.blog Podcast April Dunford: Product Positioning (The Knowledge Project Ep. 201) Farnam Street / Shane Parrish
  4. The same essential material in audio form for commute listening. open.spotify.com Podcast How to Talk to Users with Gustaf Alströmer | Startup School (podcast) Y Combinator
  5. A cognitive scientist answers the exact questions founders ask about synthetic users. podcasts.apple.com Podcast All the questions you had about synthetic users (Insights Unlocked) UserTesting (Dr. John Whalen)
  6. A founder building synthetic-respondent tech explains the science and the guardrails. pragmaticinstitute.com Podcast AI, Behavioral Economics, and the Future of Market Research with Avi Yashchin Pragmatic Institute
  7. MFM's trend-to-business brainstorm method, the most entertaining masterclass in opportunity spotting. audacy.com Podcast How to build a $1M+ startup using AI (Full Tutorial) My First Million (Sam Parr & Shaan Puri)
  8. A $3B AI founder reading current market gaps out loud. iheart.com Podcast How I built a $3B AI Startup + 7 AI Business Ideas My First Million
  9. The single best hour on willingness-to-pay conversations, from the Monetizing Innovation author. podcasts.apple.com Podcast The art and science of pricing | Madhavan Ramanujam (Lenny's Podcast) Lenny Rachitsky x Madhavan Ramanujam
  10. Ongoing practitioner interviews on AI-moderated research and democratized survey tools. podcasts.apple.com Podcast Happy Market Research Podcast Jamin Brazil
  11. A current podcast tracking how AI is changing survey methodology. podcasts.apple.com Podcast Real Research: The Market Research Podcast Real Research
  12. Two practitioners compare the tasks worth delegating to AI versus the ones worth learning yourself. creators.spotify.com Podcast How We Use AI as Data Analysts (Data Career Podcast ep 76) Data Career Podcast with Luke Barousse
  13. A founder who built a BI company explains why most companies over-invest in data tooling. changelog.com Podcast What even is the modern data stack, featuring Benn Stancil The Changelog
  14. The pandas creator and a BI founder debate what survives of data work after LLMs. wesmckinney.com Podcast Everything's a Fad (Including This Podcast), with Benn Stancil (The Test Set) Wes McKinney and Benn Stancil
  15. Why 'insight' needs human context even when AI does all the computation. datacamp.com Podcast Why the Future of AI in Data will be Weird, with Benn Stancil DataCamp DataFramed
  16. A real data team walks through AI-first investigation of a conversion drop, workflows you can copy. podcasts.apple.com Podcast "Vibe analysis": How Faire's data team uses AI to investigate product quality How I AI with Claire Vo
  17. A head-to-head on the same dataset, exactly the comparison a founder needs. datacareerpodcast.com Podcast ChatGPT vs Julius AI: Who Analyzes Data Better? (ep 169) Data Career Podcast (Avery Smith)
  18. Spotify version for founders who live in podcasts. open.spotify.com Podcast How to do AI analysis you can actually trust (Spotify) Lenny's Reads
  19. A respected ML author's antidote to blind trust in AI analysis. superdatascience.com Podcast LLMs and Agents Are Overhyped, with Dr. Andriy Burkov (SDS 867) Super Data Science with Jon Krohn
  20. The investor view on how AI changes finance functions, useful before your next raise. open.spotify.com Podcast a16z's Alex Immerman on How AI Is Redefining the Modern CFO Run the Numbers (CJ Gustafson)
  21. HubSpot's CMO duo on escaping the red ocean of same-sounding AI ideas. podcasts.apple.com Podcast The Real Reason Your AI Content Is Average (It's Not What You Think) Kipp Bodnar & Kieran Flanagan (HubSpot)
  22. 2,000+ hours of AI writing experience compressed into nine usable tips. podcasts.apple.com Podcast 9 ChatGPT & Claude Writing Tips to Get Crazy Good Outputs Nicolas Cole
  23. A working creator-founder on what survives when everyone has the same tools. open.spotify.com Podcast Roberto Nickson: Why 99% of Creators Will Be Replaced by AI (And How to Be the 1%) Open Residency
  24. Recurring deep dives into real founders' AI content engines. podcasts.apple.com Podcast The Startup Ideas Podcast (incl. Inside Dan Koe's AI Content Engine) Greg Isenberg

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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