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.

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 3-5x CPA per concept and 60-30-10 allocation rules, spelled out with numbers. admanage.ai Guide Creative Testing Budget: 2026 Guide (Meta + TikTok) AdManage
  2. Ties weekly variant volume to daily spend so you test at the right scale. admanage.ai Article How Many Ad Creatives to Test? (The Real Answer) AdManage
  3. A simple calculator-style method for founders setting their first test budget. flighted.co Article How to Calculate Your Meta Ads Creative Testing Budget Flighted
  4. A full testing framework covering structure, budgets, and decision rules. topgrowthmarketing.com Guide Meta Ads Creative Testing Framework for DTC Brands Top Growth Marketing
  5. Tactics for raising testing velocity without blowing up your CPA. adgpt.com Article Meta Ads Creative: How to Test More and Find Winners Fast AdGPT
  6. The contrarian case that Meta's AI now does your test-campaign job for you. podcasts.apple.com Podcast AI Is Making Creative Testing Campaigns Obsolete The Andrew Faris Podcast
  7. Updated 2025 buying rules including 15-20 ads per ad set and learning-phase traps. open.spotify.com Podcast 7 Meta Ads Tactics I've Changed My Mind About The Andrew Faris Podcast
  8. Teaches you to stop reacting to noise, the number-one testing mistake. podcasts.apple.com Podcast Meta Ads Are NOT Volatile (And Believing They Are Is Costing You) The Andrew Faris Podcast
  9. When and how to scale a winner without destroying its economics. open.spotify.com Podcast Natural CAC & the Meta Auction: Scale Without Killing ROAS The Andrew Faris Podcast
  10. Big-spend principles distilled for founders managing their own budgets. podcasts.apple.com Podcast Advanced Meta & Google Ads Media Buying Principles from a $250M/Year Marketer The Andrew Faris Podcast
  11. Video The Foundations of Meta Ads Creative Testing You HAVE to Get Right Andrew Faris
  12. Volume-on-a-budget production math for the AI creative era. commercetracks.com Podcast How to Build a HUGE Volume of High-Performing Meta Ads (For Cheap) The Andrew Faris Podcast (via CommerceTracks)
  13. The single best ongoing feed on DTC media buying discipline; subscribe, not just sample. podcasts.apple.com Podcast The Andrew Faris Podcast Andrew Faris
  14. A $600M-spend buyer on budgeting, testing, and judging ads by first reactions. podcasts.apple.com Podcast Ugly Ads Perform Best, Marketer Says (Barry Hott replay) Ecommerce Conversations (feat. Barry Hott)
  15. A concrete recovery story when testing structure broke under the new engine. 1clickreport.com Article Meta Andromeda Update: 5 Settings That Recovered Our ROAS in 14 Days 1ClickReport
  16. Why 10-20 genuinely distinct concepts became the testing baseline. adscale.com Article Meta Andromeda Update: New Creative Strategy for Facebook and Instagram Ads AdScale
  17. Explains why duplicating a winner with tiny edits no longer counts as testing. madwise-agency.com Article Creative Diversity: The Fuel Behind Andromeda Madwise
  18. Peer-reviewed research on the 39%-negative sentiment, with practical mitigations. forbes.com Article AI Ads Trigger Backlash: What Research Says Leaders Can Do Forbes (Melissa Wheeler)
  19. The cautionary case files: what specifically went wrong in each pulled campaign. news.designrush.com Article 7 Worst AI Advertising Backfires of 2025 DesignRush News
  20. Names the underlying dynamic: authenticity is becoming the scarce, priced asset. koinsights.com Article The Authenticity Premium: Why Consumers Are Rejecting AI-Generated Content Kate O'Neill (KO Insights)
  21. Early warning on positioning your whole brand around AI-made everything. breef.com Article The AI Marketing Backlash: Why 'AI-First' Brands Are Starting to Fall Flat Breef
  22. A textbook-publisher summary of the evidence, useful for sharing with your team. mheducation.com Article AI Slop Backfires in Ads McGraw Hill
  23. Pairs each misstep with a brand that used AI well, so you learn the difference. admindagency.com Article Avoiding AI Failures: Lessons from 2025's Biggest Brand Missteps and Wins Admind
  24. Watch what authentic, high-converting creative looks like from the leading AI skeptic. motionapp.com Video Secrets of High-Converting Ads feat. Savannah Sanchez Motion

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 20 Databases & Internal Tools 11 AI Agents 15 Design & Prototyping 14 AI in Your Product 15

Research & Knowledge

Search & Research 16 Market Research 13 Data Analysis 13

Marketing & Growth

Content Creation 14 Video, Image & Audio 27 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 5 Workflows & Automation 3

Strategy & The AI-Native Founder

Fundraising 6 Prompting 4 Building Your AI Stack 5 AI as a Thinking Partner 5

Everyday AI

Choosing Your AI Assistant 15 Learning with AI 8 Working with AI Agents 8 Using AI Safely 9 AI in Indian Languages 8 Quick Fixes for Files, Photos and Video 26 AI for Your Line of Work 12
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