Cross-model audit classification consistency

Verify a claim and classify its confidence + source credibility

Fact-check a claim when credibility and source tracing matter.

• · claim (string)
• · context (optional)
• · evidence sources (optional)

• · structured verdict: {claim, verified, confidence, sources, reasoning}

• · web search (fact-checking)

• · claim is falsifiable
• · sources exist
• · verification agents available

• · claim is ambiguous (hard to classify)
• · evidence contradicts (inconclusive)
• · source is unreliable

• · multi-source verification
• · confidence calibration
• · source attribution