AI visibility benchmark · first-party data

Hardware & equipment: ready sites, invisible brands.

When someone asks an AI engine "supplier for this equipment", most hardware & equipment aren't the answer. We measured 20 of them with our own scanner. Here is what the category actually looks like.

29.6/100
average AI visibility across 20 hardware & equipment
65.5/100
average site readiness — the websites are largely fine
36pts
the gap between being ready and being recommended

What drives the gap

The striking number is the gap: sites in this category average 65.5/100 on readiness — the technical and structural work is largely done — yet only 29.6/100 on actual AI visibility. A 36-point gap between "ready" and "recommended" means the missing work is off the website: third-party mentions, entity clarity, and the sources AI engines actually cite. Their strongest pillar is technical (85/100); the constraint is brand signals (46.5/100).

Pillar averages (20 businesses)

Citability 63
Brand signals 46.5
E-E-A-T 60.9
Technical 85
Schema 74.2
Platform 80.3

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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Building for this industry? See AI for manufacturing.

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