MCPInstall

product-market-fit-analysis

Expert framework for assessing and achieving product-market fit. Combines PMF measurement methodologies, Sean Ellis survey, retention analysis, segment-specific PMF, and post-PMF scaling strategy. Use when determining if product has PMF, measuring user engagement, running PMF surveys, or deciding whether to scale or keep iterating.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/manojbajaj95/claude-gtm-plugin --skill product-market-fit-analysis
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads product-market-fit-analysis automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Product Market Fit Analysis

Workspace Context

Read bootstrap context before asking questions: strategy/brand.md for brand, audience, offer, channels, tools, constraints, and metrics; about/me.md for personal voice; content/ideas.md and content/calendar.md for content planning. Use legacy product-marketing context files only as fallback. Save generated drafts to content/<platform>/drafts/YYYY-MM-DD_short-topic-slug.md, and route durable learnings back to strategy/brand.md, about/me.md, or content/ideas.md.

Operating Contract

This skill is self-contained for its frontmatter scope: use its local instructions, references, scripts, and assets as the playbook; ask only for missing task-specific inputs; hand off to adjacent skills instead of expanding scope; and return an actionable artifact, decision, plan, draft, or diagnostic.

Comprehensive framework for assessing, achieving, and scaling product-market fit.

Quick Reference

SituationUse This Skill For
Measuring PMFSean Ellis Survey
Retention analysisRetention Curves
PMF validationLeading Indicators
Segment-specific PMFSegment Analysis
Scaling decisionsPost-PMF Strategy

Part 1: What Is PMF?

Definition

Product-market fit is the condition where a product satisfies a strong market demand. It's not binary — it's a spectrum.

Key Insight

PMF is obvious when you have it.

Matt MacInnis: "Product market fit is something where you absolutely know it when you see it. Therefore if you don't absolutely know it, you don't have it."

PMF Levels

LevelCustomersFocus
Nascent3-5Satisfaction
Developing5-25Demand
Strong25-100Efficiency
Extreme100+Scaling

Part 2: PMF Measurement Frameworks

Sean Ellis "Disappointment" Survey

The Question:

"How would you feel if you could no longer use this product?"

  • Very disappointed
  • Somewhat disappointed
  • Not disappointed

The Benchmark:

40% "very disappointed" = on the right track

Focus on the "very disappointed" segment as the core value indicator.

Retention Curves

Uri Levine's Definition:

"Product market fit has one metric. Retention. If you create value, they will come back. If they're not coming back, you're not creating value."

What to look for:

  • Curves that flatten over time (not decaying to zero)
  • "Smile curve" — engagement increases over time (strongest signal)

Key retention points:

  • Day 7 retention
  • Day 30 retention
  • Day 90 retention

Reference Customers

Christian Idiodi:

"The holy grail is really a reference customer - somebody who loves it enough to tell people about it."

MarketTarget References
B2B6-8 reference customers
B2C15-25 reference customers

Part 3: Leading Indicators

Signs of True PMF

IndicatorWhat It Means
"Very disappointed" > 40%Strong core value
Retention curve flatteningProduct creates ongoing value
Customer "pull"Market is pulling product
Outrage during outagesProduct is mission-critical
Customer driving next stepsIntent, not polite interest

Customer "Pull" Signals

Raaz Herzberg:

"We felt the questions change — 'How are you pricing this? When can we start a POV?' That's real intent."

True pull is characterized by:

  • Customers driving next steps
  • Questions about pricing/timelines
  • Urgency in communication

Outage Response Test

Jeff Weinstein:

"During those 20 minutes our customers weren't furious. That was the signal we did not have product market fit."

If your product goes down and nobody notices or complains, you haven't solved a mission-critical problem.


Part 4: Segment-Specific PMF

Key Insight

Karri Saarinen: "The way we think about it is, 'Do we have the fit in specific segments?' and how strong that fit is."

PMF exists in segments, not universally.

Finding Your Segment

Start narrow, then expand:

  1. Find PMF in one segment (e.g., early-stage startups)
  2. Double down where you see natural pull
  3. Expand to adjacent segments

Common Segments

  • Company size / stage
  • Industry vertical
  • Use case / workflow
  • Geography
  • Team size

Part 5: Distribution + PMF

Critical Insight

Casey Winters: "If you have a product that retains well and you can't find more users for it, I don't think that's product market fit."

True PMF requires:

  1. ✅ Retaining product
  2. ✅ Scalable, built-in distribution

Without both, you don't have true PMF.


Part 6: Pre-PMF Navigation

What to Do Pre-PMF

  • Focus on retention, not acquisition
  • Talk to every customer personally
  • Iterate rapidly on product
  • Find the segment with strongest pull
  • Don't spend on paid acquisition

Warning Signs

  • Growth comes from "launch spikes" not organic
  • Users aren't coming back
  • No customers willing to be references
  • Market is pushing product, not pulling
  • You're guessing why users churn

Part 7: Post-PMF Scaling

Protecting PMF

Casey Winters: "Protecting what you've built is increasingly important once you build scale. You might fall out of product market fit in a year or five years if you're not continually making your product better."

Scaling Checklist

  • Retention curve has flattened (positive)
  • Have target reference customers
  • Clear segment with strongest fit
  • Built-in distribution mechanism
  • Team structure supports growth

PMF Can Be Lost

Markets shift, competitors improve, user expectations rise. Continuously monitor and protect PMF.


Part 8: Questions to Assess PMF

Diagnostic Questions

  1. If users couldn't use your product anymore, what percentage would be 'very disappointed'?
  2. What does your retention curve look like at day 7, 30, and 90?
  3. Do you have customers willing to be references and tell others about you?
  4. Is the market pulling the product from you, or are you pushing it on them?
  5. Are customers driving next steps or just being politely interested?
  6. What specific segment do you have the strongest fit in?

Part 9: Common Mistakes

What to Avoid

MistakeReality
Confusing launch spikes with PMFSustained organic growth matters
Ignoring retention dataIf they don't come back, no PMF
Scaling too earlyPaid growth before PMF burns cash
Conflating TAM with PMFLarge market ≠ fit within it
Listening to "somewhat disappointed"Focus on "very disappointed"

Part 10: Decision Framework

Should You Scale?

SignalAction
40%+ "very disappointed" + flattening retentionReady to scale
< 40% "very disappointed"Keep iterating
No reference customersBuild them first
No distribution mechanismFind channels first

Scale vs. Iterate Decision

FactorScaleKeep Iterating
PMF survey> 40% very disappointed< 40%
RetentionCurve flatteningDecaying to zero
ReferencesTarget achievedNot yet
DistributionChannels identifiedUnknown

Related Skills

  • growth-strategy: For growth frameworks post-PMF
  • customer-success-and-retention: For retention improvement
  • conversion-rate-optimization: For activation optimization

FAQ

What does the product-market-fit-analysis skill do?

Expert framework for assessing and achieving product-market fit. Combines PMF measurement methodologies, Sean Ellis survey, retention analysis, segment-specific PMF, and post-PMF scaling strategy. Use when determining if product has PMF, measuring user engagement, running PMF surveys, or deciding whether to scale or keep iterating.

How do I install product-market-fit-analysis?

Run npx skills add https://github.com/manojbajaj95/claude-gtm-plugin --skill product-market-fit-analysis in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/product-market-fit-analysis/ (personal) or .claude/skills/product-market-fit-analysis/ (project).

Which AI agents can use product-market-fit-analysis?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is product-market-fit-analysis safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains product-market-fit-analysis?

It is published by manojbajaj95 in manojbajaj95/claude-gtm-plugin. It has 246 recorded installs.

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