Framework library

Ten evaluation lenses, drawn from published principles.

Each lens carries its own guiding questions, source types, known limitations, a confidence grade and the business types it fits best. No lens impersonates a person and no result is an endorsement.

YC Problem & User Lens

Grade B

Is this a hair-on-fire problem a specific person has now?

Sources
Published essays, books, research
Best for
All
Limitations
Principle-based; not predictive
Confidence
Credible

Customer Discovery Lens

Grade A

Have you talked to enough real users to test demand?

Sources
Published essays, books, research
Best for
All
Limitations
Principle-based; not predictive
Confidence
Strong

Contrarian & Defensibility Lens

Grade B

What is true that others disagree on, and is it defensible?

Sources
Published essays, books, research
Best for
Venture, Deep tech
Limitations
Principle-based; not predictive
Confidence
Credible

Customer Obsession Lens

Grade B

Does the roadmap start from the customer backwards?

Sources
Published essays, books, research
Best for
Consumer, SaaS
Limitations
Principle-based; not predictive
Confidence
Credible

Founder-Market Fit Lens

Grade B

Why this team, and why now?

Sources
Published essays, books, research
Best for
All
Limitations
Principle-based; not predictive
Confidence
Credible

Network & Scale Lens

Grade C

Do network effects or scale economies compound over time?

Sources
Published essays, books, research
Best for
Marketplace, Consumer
Limitations
Principle-based; not predictive
Confidence
Limited

Distribution & Growth Lens

Grade B

Is there a credible, repeatable path to the first customers?

Sources
Published essays, books, research
Best for
All
Limitations
Principle-based; not predictive
Confidence
Credible

Technology & Timing Lens

Grade B

Has an enabling shift made this newly possible or necessary?

Sources
Published essays, books, research
Best for
AI, Deep tech, Fintech
Limitations
Principle-based; not predictive
Confidence
Credible

Product & Community Lens

Grade C

Does the product create belonging and retention, not just usage?

Sources
Published essays, books, research
Best for
Consumer, Media
Limitations
Principle-based; not predictive
Confidence
Limited

Economic Quality Lens

Grade B

Do gross margins, LTV and payback improve as you scale?

Sources
Published essays, books, research
Best for
SaaS, Fintech, Ecommerce
Limitations
Principle-based; not predictive
Confidence
Credible
Proof Lab

Proof Lab provides research and analytical tools. It does not provide investment, legal, tax or financial advice. Framework results do not represent endorsements by the people or organisations referenced.

© 2026 Proof Lab. An analytical assessment, not an endorsement.

Published frameworks. Current research. Transparent uncertainty.