AI visibility ranking

Food and drink

Food, drink and subscription brands sold direct to consumers.

2 brands measuredmodel gpt-5.4measured 26 August 2026average score 0/100questions asked in French

This sector was measured with French-language questions, so every score page below is written in French.

No brand in this sector was named yet

0 of 2 measured brands were named at least once. 2 were not named in any question asked.

This ranking is still partial: only 2 brands in the sector have been measured, and a ranking reads properly from 5 up. Nothing has been padded out to fill it. Run a free check on your brand and it joins the table.

Measured and not named

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.

How this ranking was measured

Neutral questions

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.

The score

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.

One row per brand

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.

Nothing invented

Scores are trends, not absolute truths, and no score is published without the stored answers behind it. Open any row to read them.

Where does your brand sit?

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.

Run a free checkFull audit — €39