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.