BeSeenByAI Research

What AI actually sees

Original research on the technical reality of AI visibility. We scan real websites - the kind built and optimized for Google - and publish what AI sees when it arrives instead.

Featured report

★ Featured Report · October 2026

The Invisible Price Tag

We audited 1,101 real pricing pages. A third showed no visible price - and AI assistants stated one anyway in 4 out of 5 answers, whether or not it matched the real number.

1 in 3 show no visible price 4 of 5 answers state one anyway 1,101 pricing pages audited
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Archived on Zenodo with a permanent DOI: 10.5281/zenodo.23282396

1 in 3
pricing pages show no visible price to AI.

More reports

70%
of websites have content AI can't fully see
Report · June 2026

The State of AI Visibility 2026

We scanned 706 real websites to see what AI sees when it visits. The result: most have technical problems that quietly stop AI from reading them - and their owners have no way of knowing.

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Archived on Zenodo · DOI 10.5281/zenodo.23033632
8 in 10
lose 50%+ of their content to AI
Report · June 2026

Vibe-Coded, Invisible to AI

Lovable, Base44 and the rest ship sites built almost entirely in client-side JavaScript - which AI can't read. We checked 220 of them, and the median site gives an AI crawler zero words to work with.

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Archived on Zenodo · DOI 10.5281/zenodo.23033636

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