HomeLearnCoursesWebinars
PM × AILearning what you need
LearnCoursesServicesWebinars
עב
PM × AI

Taught by Ofer Regev — a PM who ships with AI.

Join WhatsApp group
  • LinkedIn
  • YouTube
  • GitHub
  • theaipmhub@gmail.com
Work with me
  • Live courses
  • Team workshops
  • Consulting
Free content
  • Learn: the Map
  • Articles
  • Videos
  • Skills
  • Webinars
  • WhatsApp group
© 2026 The AI PM Hub · Built for product managers
AboutContactTermsPrivacyAccessibility
  • The Map
  • Articles
  • Videos
  • Skills
  • I'm new to AI. Where do I start?
  • I have a product idea. How do I get to an MVP?
  • How do I work with Claude and Claude Code?
  • I'm job hunting or preparing for interviews.
  • Overview
  • Idea to MVP
    • idea-to-mvp
    • pm-intake
    • pm-users
    • pm-use-cases
    • pm-alternatives
    • pm-solutions
    • pm-mvp-cut
    • pm-validation
    • pm-prd
    • pm-lean-canvas
    • pm-customer-discovery
    • pm-pmf-signal
    • roadmap-prioritizer
  • Discovery to MVP
  • Job Hunter
  • Product Sense
  • Rules, Commands or Skills? A PM's Guide to Picking the Right One
  • Stop Blasting the Same CV: An 8-Step Job Search System You Can Run With Claude
  • You Built a Prototype. Here's What Stands Between It and a Real App
← Part of Idea to MVP

pm-validation

Use when defining how to know an MVP worked — success metrics, north star, riskiest assumptions, kill criteria, validation plan — or when MVP scope exists but success is undefined. Step 7 of the idea-to-mvp flow.

idea-to-mvp
View on GitHub ↗

Install this skill

/plugin marketplace add oferregev81pt/ai-pm-skills/plugin install idea-to-mvp@ai-pm-skills

Step 7 — Metrics & Riskiest Assumptions

"How would you validate?" Define success BEFORE building, and name the assumptions that kill the idea if false.

Prerequisites

Read product/<idea-slug>/00-status.md, 01-intake.md, 03-use-cases.md, 06-mvp-scope.md. Missing → offer to run the producing step, or accept an equivalent doc. Never reconstruct prior steps from chat memory.

Drafting instructions (dispatch to a subagent when available, else inline)

Draft: (a) ONE north-star metric tied to the #1 use case actually completing — not vanity counts; (b) 2–3 supporting metrics (adoption, retention, quality), each measurable on the MVP as scoped; (c) the 3–5 riskiest assumptions, each with: what must be true, how the MVP tests it, and a numeric kill/pivot threshold; (d) a measurement note — how each metric is captured given the MUST feature set.

PM reaction loop — questions one at a time

  1. What result after launch would make you KILL this? (If nothing would, the thresholds are too soft — tighten them.)
  2. Can the MVP as scoped actually measure these — or does a MUST feature need to change?
  3. Which assumption scares you most? Is the MVP really testing it?

Iterate until approved.

Output — save to

product/<idea-slug>/07-validation.md
# Validation Plan — <idea title>

## North star
…and why it proves the #1 use case is served

## Supporting metrics
…each with how it's measured on the MVP

## Riskiest assumptions
<per assumption: what must be true | how MVP tests it | kill/pivot threshold>

## Measurement note
<how each metric is captured given the MUST feature set>

## Open questions
<unresolved items from this step — pm-prd collects these; write "none" if none>

Append to 00-status.md: - [x] pm-validation → 07-validation.md — <one-liner> (<YYYY-MM-DD>)

Next: assemble the PRD — pm-prd.

← Previous: pm-mvp-cutNext: pm-prd →