Pillar 1 of 4
Claim-Level Verification
Green means verified. Amber means caution. Red means flagged. Every claim, every time.
THE PIPELINE
Three Stages. Zero Guesswork.
After generation, every claim passes through extraction, resolution, and verification.
Stage 1
Claim Extraction
Every factual assertion is identified and isolated from the generated report.
Stage 2
Source Resolution
Each claim is matched to its cited source. The actual text is retrieved.
Stage 3
Three-Check Verification
Relevance. Support. Faithfulness. Three checks per claim, every time.
THE THREE CHECKS
R · S · F
Relevance. Support. Faithfulness. Three questions every claim must answer.
R — Relevance
“Is this source actually about the claim?”
Filters out sources that mention related topics but don't address the specific assertion.
S — Support
“Does the source support this claim?”
Determines whether the source text actually backs up what the report says.
F — Faithfulness
“Does the claim accurately represent the source?”
Catches exaggeration, misquotation, and subtle distortion.
SEE IT IN ACTION
What Verification Looks Like
Cloud Infrastructure Report — Claims4 claims verified
“Cloud market grew 19% in Q3 2025”
VerifiedR
S
F
“AWS holds 31% market share”
VerifiedR
S
F
“Revenue reached $4.2B in Q3”
FlaggedR
S
F
“Gartner recommends Vendor X”
CautionR
S
F
AI Output Engineering
Click Any Claim. See the Evidence.
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Claims are verified