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 a live probe against AI models.
Six signals, weighted by survival.
The score is built from structural features of statements that make them easier for an answer engine to extract and attribute. The weights are editorial, not measured.
Quantification
A claim with a number — percentage, count, date, measurement — gives a model something concrete to anchor.
Source anchoring
Statements traceable to a named primary source are safer for a model to cite.
Entity specificity
Named entities — companies, products, people, places — beat generic categories.
Qualifier proximity
Claims whose qualifier sits in the same sentence survive chunking intact.
Epistemic framing
Hedged, sourced prose reads as defensible. Confident marketing copy reads as an unsupported claim.
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 live AI models.
See the full audit →