Research

First-party evidence: what AI engines say about AIVIS, measured by AIVIS, published on a schedule. Receipts, not claims.

What AI says about AIVIS, July 2026: the receipts

We ran AIVIS on itself and are publishing the results. One engine admitted it did not know us, one invented two different products in two runs, and one described us as a designer's portfolio site. Baseline scores, search data, and what the next scan must prove.

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