Cenviq · Launch beta

Methodology

How Cenviq turns variable AI answers into reproducible business findings.

Versioned tests

Every run records time, locale, market, provider/model metadata, and prompt-pack version. Periods are compared with this context preserved.

Findings link to a raw response, canonical fact, or technical check. Ambiguous conclusions are labeled as hypotheses and reviewed.

By default, Cenviq stops before any form submission, purchase, booking, or other external mutation.

After a fix, the same test version is repeated. Cenviq reports the evidence delta but does not promise ranking or commercial outcomes.

Updated: August 30, 2026