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The Loop2 min read

Evidence-backed briefs: PRDs fail because theyre claims without citations

A brief you can defend: claim -> evidence -> pattern -> scoped change -> measurable acceptance criteria.

Théo BoutronPublished on February 26, 2026

Most PRDs fail for a simple reason:

they are claims without citations.

"Users want X." "This will reduce churn." "Priority is obvious."

Based on what?

A brief you can defend

A brief I trust has this structure:

claim -> evidence -> pattern -> scoped change -> measurable acceptance criteria.

The difference is accountability.

Evidence-backed brief template (copy/paste)

FOCUS QUESTION: CONTEXT (1-3 lines):

EVIDENCE (with links):

  • E1:
  • E2:
  • E3:

PATTERNS:

  • P1 (frequency + severity):
  • P2:
  • P3:

HYPOTHESIS: PROPOSED CHANGE: ACCEPTANCE CRITERIA: RISKS: WHAT WE'LL CHECK (deploy + 7d, +14d):

One rule

If you can't link to the evidence, don't claim it.

This forces you to:

  • stop overfitting to loud users
  • stop shipping based on vibes
  • stop restarting discovery every week

Where ContractSpec Studio fits

ContractSpec Studio is built to generate evidence-backed briefs with citation chains, then turn them into Change Cards and Impact Reports.

If you want sample outputs:

  • https://www.contractspec.studio/

If you want a filled example, here are sample outputs.

If you want a filled example, here are sample outputs.

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On this page

  • A brief you can defend
  • Evidence-backed brief template (copy/paste)
  • One rule
  • Where ContractSpec Studio fits