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. Same episode, playable on your commute. open.spotify.com Podcast Context Engineering for Agents (audio) Latent Space
  2. Screen-share episode showing exactly how a prototype goes from generic mock to product-quality. creators.spotify.com Podcast How to build prototypes that actually look like your product (Colin Matthews) How I AI with Claire Vo
  3. Lovable's founding designer on why prototype-first changes what founders should expect from design. open.spotify.com Podcast Nad Chishtie: a new way to design and build with AI Dive Club (Ridd)
  4. Trains the judgment you need to edit AI copy: visual, falsifiable, unique. open.spotify.com Podcast Learn great copywriting in 76 minutes (Harry Dry) How I Write (David Perell)
  5. The activation fundamentals your AI-generated flow has to serve, from someone who lifted Airtable's by 20 percent. lennysnewsletter.com Podcast Mastering onboarding (Lauryn Isford, Head of Growth at Airtable) Lenny's Podcast
  6. Copy psychology by example, ideal for calibrating what you keep from AI drafts. creators.spotify.com Podcast Harry Dry's favorite marketing examples Nudge Podcast (Phill Agnew)
  7. A working designer explains how to make AI generate in your product's visual language. open.spotify.com Podcast The trick to AI prototyping with your design system Dive Club (Ridd)
  8. The definitive argument for why design matters more, not less, after AI. lennysnewsletter.com Podcast Figma's CEO: why AI makes design, craft, and quality the new moat for startups Lenny's Podcast (Dylan Field)
  9. Field's AI Startup School talk, aimed squarely at founders deciding how to staff design. creators.spotify.com Podcast Figma CEO Dylan Field: how AI will transform design Y Combinator Startup Podcast
  10. A VC-grade discussion of design org shapes in the AI era. a16z.com Podcast Figma's Dylan Field on the future of design a16z Podcast
  11. Fresh field data on how design teams actually split work between AI and humans. open.spotify.com Podcast Stephen Haney: the 2026 AI design field report Dive Club (Ridd)
  12. On why the designer-engineer-PM boundary is dissolving and what that means for your first hires. productschool.com Podcast Dylan Field on design, product, engineering: blurring the lines in the AI era Product School
  13. A research leader's founder-specific interview playbook, from Uber Eats and beyond. review.firstround.com Podcast The early user research playbook for founders (Jeanette Mellinger) First Round Review (In Depth)
  14. The founder behind the deck tool, with lessons on story-first presentations. lennysnewsletter.com Podcast 'Dumbest idea I've heard' to $100M ARR: inside the rise of Gamma (Grant Lee) Lenny's Podcast
  15. How Gamma reached 100M users with zero ad spend, useful thinking for your own visuals strategy. podcasts.apple.com Podcast Grant Lee: building Gamma's AI presentation company The a16z Show
  16. Four consumer investors on why subtle product choices now matter more than raw model quality. a16z.com Podcast Where Does Consumer AI Stand at the End of 2025? a16z (Anish Acharya, Olivia Moore, Justine Moore, Bryan Kim)
  17. Veteran product leaders on AI at the core versus AI at the edge, the distinction most founders miss. lennysnewsletter.com Podcast How AI is reshaping the product role | Oji and Ezinne Udezue Lenny's Podcast
  18. YC group partners distil patterns from hundreds of AI startups they funded, including what users reward. ycombinator.com Podcast The Truth About Building AI Startups Today (Lightcone Ep. 1) Y Combinator (Lightcone Podcast)
  19. Vohra applies his famous product-market-fit engine to deciding which AI features earn their place. productschool.com Podcast Superhuman CEO on the 40% PMF Rule and AI-Native Productivity Product School (Rahul Vohra)
  20. The default podcast of people who ship AI features for a living; subscribe and skim show notes. latent.space Podcast Latent Space: The AI Engineer Podcast swyx and Alessio Fanelli
  21. A strategic view of vendor pricing games and how buyers should respond. cxotalk.com Podcast Inside the AI Arms Race: LLMs, Economics, and Strategy CXOTalk with Nate B. Jones
  22. Willison narrates the price collapse and capability gains in one listenable year-in-review. latent.space Podcast Simon Willison: Things we learned about LLMs in 2024 (Latent Space) Latent Space with Simon Willison
  23. YC partners on how model progress should shape what founders build now versus wait on. creators.spotify.com Podcast The 10 Trillion Parameter AI Model With 300 IQ (Lightcone) Y Combinator (Lightcone Podcast)
  24. A live-demo episode: watch error analysis actually being done on screen. podcasts.apple.com Podcast Evals, error analysis, and better prompts | Hamel Husain How I AI (Claire Vo)

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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