Tools · 02 · built here
The GEO Scorer.
Paste a URL or a block of text. The scorer decomposes it into atomic statements and predicts, claim by claim, how likely each one is to be retrieved and reproduced by a frontier model.
Preview model · heuristic estimate, not a guarantee. The full audit runs the real probe against 14 models.
Six signals, weighted by survival.
The score is built from the structural features that distinguished surviving claims from non-survivors across a controlled corpus of 3,200 documents.
Quantification
A claim with a number — percentage, count, date, measurement — survived at 2.4× the rate of one without.
Source anchoring
Statements traceable to a named primary source survived at 1.9× the rate of unsourced ones.
Entity specificity
Named entities — companies, products, people, places — survived at 1.7× the rate of generic categories.
Qualifier proximity
Claims whose qualifier sits in the same sentence survived at 1.4× — and survive chunking intact.
Epistemic framing
Hedged, sourced research prose was attributed at 3.4× the rate of the identical claim written as confident marketing copy.
Contradiction risk
Claims the model already holds a competing belief about score lower until reconciled.
Need the real thing?
The GEO Scorer is a preview heuristic. The LLM Visibility Audit runs the full controlled probe against fourteen frontier models with a 30-day persistence window.
See the full audit →