Product Market Fit

Product Market Fit

AI Agent Templates

Claude for Product Analytics: The Founder’s Playbook

The complete playbook to go from raw product exports to retention analysis, churn investigation and a Monday briefing that tells you what actually changed

Guillermo Flor's avatar
Guillermo Flor
Jun 03, 2026
∙ Paid

Every analytics tool on the market solves the same problem: it shows you what happened.

What none of them solve is the question after that. Why did it drop? Which users? What changed?

That gap is not a dashboard problem but rather an intepretive one. And it’s the reason you can have Mixpanel, Amplitude and a perfectly instrumented product and still spend Monday morning clicking through filters without arriving at a decision.

📚 By the end of this guide you’ll have a Claude project that reads your product data, answers questions in natural language, builds retention cohorts and funnel analyses from raw exports, investigates churn spikes by cross-referencing multiple sources and delivers a weekly briefing that tells you the three things actually worth looking at before you open a single dashboard.

Inside you will find:

  1. How to Set Up the Analytics Project

  2. How to Get Your Data In

  3. How to Define Your Metrics So Claude Never Guesses

  4. How to Run a Funnel and Activation Analysis Without a Data Team

  5. How to Build Retention Cohorts and Read What They’re Telling You

  6. How to Investigate a Churn Spike in Under 30 Minutes

  7. How to Run the Monday Briefing


Attio is the AI CRM that compounds revenue around the clock.

It gives your team the foundation for moving fast, staying sharp, and scaling without breaking. Every customer signal, from emails and meetings to product usage, billing, support, and agent activity, is synced from day one, giving you a live picture of every account.

With Attio, you’ll get:

  • Revenue agents, workflows, and automations across every stage of your motion

  • Instant answers to anything you Ask Attio about your business

  • Access to your customer data wherever you work, through Attio’s MCP, API, and App SDK

30,000+ teams use Attio to drive more revenue at scale. Are you one of them?

Try Attio Now!


👋 Just a quick note before you continue!

Building great AI systems and agents is quickly becoming one of the most important advantages a startup can have. So we’ve been building non-stop and this will become a much bigger part of PMF going forward.

From now on, as a premium subscriber, you’ll get access not just to the best resources on fundraising and growth (160+ Playbooks, 65+ Success Stories, 30+ Pitch Deck Collections, 25+ Investor Resources), but also:

  • 🤖 3+ New AI agent Templates Every Week

  • 📚 A Growing Library of 20+ AI Agents

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We’re already 70,000+ founders and operators inside!

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