The 5-Layer AI Output Verification Framework

TL;DR

  • This is a publish-ready verification checklist for AI-assisted drafts.
  • It covers claims, evidence, sources, and reasoning.
  • Use the acceptance rule: publish, escalate, or rewrite.

Not AI search monitoring. Not authorship detection. This framework verifies what’s true and supported inside your draft: facts, claims, sources, and reasoning.

Layer 1 — Claim extraction

Goal: Identify what the draft is asserting (facts, stats, comparisons, recommendations, causal statements).

Failure modes: vague claims, hidden assumptions, overconfident language (“always,” “proven,” “best”).

Go deeper: Claim verification →

Layer 2 — Evidence validation

Goal: Determine whether high-impact claims are supported by evidence.

  • Stats: verify source + timeframe + method.
  • Comparisons: confirm units and baselines match.
  • Causal claims: require stronger evidence than correlation.

Layer 3 — Source authentication & alignment

Goal: Ensure sources exist, are credible, and support the exact claim.

Failure modes: fake citations, misquoted sources, outdated references, source/claim mismatch.

Go deeper: Citation verification →

Layer 4 — Reasoning & consistency checks

Goal: Catch contradictions, logic leaps, missing caveats, and definition drift.

Go deeper: Reasoning checker →

Layer 5 — Risk calibration & acceptance rule

Use this acceptance rule:

  • ✅ Publish/Share if high-impact claims are validated and uncertainty is labeled.
  • ⚠️ Escalate if a high-impact claim can’t be validated quickly.
  • 🛑 Rewrite/Remove if citations are fake/misaligned or conclusions don’t follow.

Copy/paste checklist

  • [ ] Extract claims (facts, numbers, comparisons, recommendations)
  • [ ] Verify Tier-A (decision-changing) claims first
  • [ ] Confirm sources exist and support each claim
  • [ ] Check reasoning: contradictions, leaps, missing caveats
  • [ ] Apply acceptance rule (publish / escalate / rewrite)

Use it by document type

Want to see how Clarity operationalizes this? How Clarity works.