Tools · 06 · built here
The GEO Diff.
Score two URLs with the same structural engine behind Am I in the AI? and read the difference dimension by dimension. Before-vs-after a rewrite, or you-vs-the-page-winning-your-query.
Structural analysis of real page text — never live model probing. Both pages fetched once, scored, and discarded. The full probe against 14 models is the LLM Visibility Audit.
A delta is a work order.
A single score tells you where you stand. A diff tells you what to do next — the dimensions where one page out-structures the other are exactly the edits with the highest expected return.
Before vs after
Score a page, rewrite it, score it again. See exactly which dimensions your edit moved — and which it left untouched.
You vs a competitor
Point A at your page and B at the rival winning the query. The delta is your work order: the dimensions where they out-structure you.
Draft vs live
Compare a staging draft against the published version before you ship, so a rewrite never regresses a dimension you were already winning.
The same engine, run twice.
Each page is decomposed into atomic statements and scored across the structural dimensions documented in statement-level visibility — quantification, source anchoring, entity specificity, and the rest. The diff is the per-dimension difference, nothing more and nothing hidden.
Ready for the real probe?
GEO Diff compares structure. The LLM Visibility Audit runs the controlled prompt set against fourteen frontier models and measures what they actually cite.
See the full audit →