Online retailers, marketplaces and fashion brands, mostly measured on French-language queries.
10 of 11 brands here were measured with French-language questions; those score pages are written in French. Each row says which.
10 of 11 measured brands were named at least once. 1 were not named in any question asked.
These brands exist and sell in this sector. The model did not name them in a single question. That is a real result, not a broken measurement — their pages show which brands were named instead, quoted verbatim.
Vectra generates the questions a buyer in this sector would actually ask, and never plants a brand name in the question. A brand appears in the answer or it does not.
A 0–100 composite of how often the brand was named, where in the list it placed, and how much of the answer's attention it held against the other brands named.
Each row is that brand's most recent measurement on the best-calibrated question panel. Model answers drift week to week, so every row carries its own date.
Scores are trends, not absolute truths, and no score is published without the stored answers behind it. Open any row to read them.
A free check gives you a live score in 30–60 seconds, the answers the model gave, and a public page you can share. The full audit — €39, one payment — runs 50+ questions across several engines, benchmarks three competitors, lists the sources the models cite, and ends in a five-point action plan.
Project management, collaboration, no-code and operations software sold to other businesses.
French online banks, neobanks and business accounts, measured on French-language queries.
Small and mid-size SEO, link building and digital marketing agencies, measured on the queries their own prospects type.
French mobile operators and home internet providers.