AI visibility benchmark · first-party data
Automotive businesses: ready sites, invisible brands.
When someone asks an AI engine "mechanic near me", most automotive businesses aren't the answer. We measured 25 of them with our own scanner. Here is what the category actually looks like.
What drives the gap
Average visibility sits at 36.6/100 against readiness of 70.5/100. The weakest pillar in this category is brand signals at 57.7/100 — that is usually where the fastest gains are — while technical (83.6/100) is already carrying its weight. 1 of the 25 businesses measured scored zero: completely absent from AI answers in their own category.
Pillar averages (25 businesses)
Method: latest scan per business from the Are you found by AI? corpus (1,837 businesses measured 2026-06-27 → 2026-07-19). Categories are normalised at scan time; only categories with 12+ businesses are published. Aggregates only — no individual business data is shown.
Where do you sit?
The category average is not your number. A free scan shows whether AI names you, who it names instead, and which pillar is holding you back — in about a minute, no sign-up.
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