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.
Entity specificity
Named entities — companies, products, people, places — survive retrieval at 3.4× the rate of generic categories.
Quantification
A claim with a number — percentage, count, date, measurement — survives at 2.1× the rate of one without.
Source proximity
Statements published close to a verifiable primary source survive at 4.7×.
Self-containment
Claims that survive chunking intact — the assertion and its qualifier in the same retrievable span.
Epistemic framing
Hedged, sourced, defensible prose is trusted over confident marketing assertion.
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 →