Claim intelligence · Health creators · Early access
Health claims, with receipts.
StanceGraph maps what health influencers claim — their stance, their certainty, and who pays them. Every relationship in the graph carries its evidence: source, quote, timestamp.
Early access waitlist · One email at launch, no spam
Method · Three passes
From published statements to a claim graph.
01
Ingest public content
Videos, podcasts and newsletters a creator has already published, transcribed and indexed. Public statements only — nothing private, nothing scraped from behind a login.
02
Extract claims, stance and certainty
Each statement becomes a normalized claim with a stance toward the underlying proposition — supports, opposes, neutral — and a reading of how strongly it was phrased.
03
Cross-reference commercial ties
Sponsorships, affiliate programs and brand relationships are mapped onto the same topics, so an emphatic claim and an undisclosed tie can be read side by side.
The full pipeline — definitions, evidence grading, human review — is documented on the methodology page.
Provenance
Every edge has receipts.
A stance in StanceGraph is never a summary judgment floating free of its origin. Each edge in the graph is backed by a record you can open: the exact source, the verbatim quote, the timestamp where it was said, and the version of the extraction model that produced it. If a record can't carry its receipt, it doesn't enter the graph.
- Source
- Video — “My 9pm wind-down stack”
- Quote
- Magnesium glycinate is the one supplement I'd never drop — your sleep will change in a week.
- Timestamp
- 2026-02-11 · 04:32 into video
- Model version
- extract-2026.06
Sample — fictional data for illustration
Conflict matrix
Stance and sponsorship, on the same page.
A recommendation reads differently once you know the recommender's commercial relationships. The conflict matrix lines up each topic's stance with any brand tie on that topic and whether it was disclosed — a tie is not misconduct, but an undisclosed tie next to an emphatic claim deserves a closer read.
| Topic | Stance | Commercial tie | Disclosed |
|---|---|---|---|
| Magnesium & sleep | Supports | Lumenol Labs (magnesium supplement line) | No |
| Seed oils | Supports | Veridian Botanics (avocado-oil brand) | Yes |
| Sunscreen safety | Opposes | None found | — |
| Continuous glucose monitors | Supports | GlycoLens (CGM affiliate program) | Yes |
| Cold exposure | Neutral | None found | — |
Sample — fictional data for illustration
See the full format on the sample report card.
Not another fact-check. A ledger of who said what, how surely, and who paid.
Read the receipts first.
Join the waitlist for early access to StanceGraph report cards and the claim graph.