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Research

What we measure, published in full

We run the same checks on the open web that we run for customers, and publish the dataset with the write-up so the numbers can be argued with.

2026-08-03 · 138 retailers

AI visibility in specialty retail

Crawler access, structured data and product identifiers across 5 categories — with the dataset.