Research

Measurements, published so they can be checked

We grade catalogues for a living, which puts us in a position to say something about the state of the industrial web as a whole. What we find gets published with its data, its date and its limitations attached.

Edition 2026.1 · fieldwork 2026-08-10

The Industrial AI Visibility Benchmark 2026

984 manufacturer, distributor and industrial-commerce catalogues, scored on what AI assistants can actually retrieve from them. Median 50 of 100. No site reached the top band.

Anonymised distributionCSV includedCC BY 4.0Read the benchmark →