35%+1 ptwithin margin · since reading 7
Out of 125 AI answers to its industry's questions, 44 cite Torvane, on average in 2nd position.
Margin of error ± 8 pts over 125 answers
35%
Demo · no sign-up
What AI engines say about Torvane
Torvane, a fictional maker of electric cargo bikes, tracked for eight Mondays: 25 questions from its industry put every week to ChatGPT, Gemini, Perplexity, Google AI Overviews and Google AI Mode, 125 answers read at each reading.
On the October 26, 2026 reading, Torvane is cited in 35% of answers (+14 pts since the first Monday). Ardelis and Brévon stay ahead. On the most asked question where it is missing, AI engines read three pages that do not name it: the recommendation below lists them.
Example · Torvane (fictional brand) · United Kingdom · reading of October 26, 2026
The dashboard, as a customer sees it
Switch AI engines, go back through the Mondays, open every tab: it all works, with no account and no code.
Torvanetorvane.example · United Kingdom
Tracked brandWhere buyers see Torvane
Grey: a change within the margin of error, not a real movement.
Cited first18%+7 pts of answers read
Average position1.6−0.4 when Torvane is cited
torvane.example citations215 distinct pages opened by AIs
Positive mentions56%1 negative mention
Sample questions, ranked by demand
What buyers ask
Torvane is cited in 44 answers out of 125, or 35%.
| Question | Demand | ChatGPT | Overviews | Gemini | Mode | Perplexity | Cited |
|---|---|---|---|---|---|---|---|
| Which electric cargo bike is best for a family? | 2,400 | 2 | 2 | 2/5 | |||
| Which electric cargo bike can carry two children? | 1,900 | 0/5 | |||||
| Front-loader or three-wheel cargo bike: which one should I choose? | 1,600 | 1 | 2 | 2/5 | |||
| What is the best electric cargo bike brand? | 1,450 | 3 | 1/5 | ||||
| How much does a good electric cargo bike cost? | 1,300 | 2 | 2 | 3 | 3/5 | ||
| Which electric cargo bike suits urban deliveries? | 980 | 0/5 |
cited (the disc shows the rank)absent
Questions × AI engines30 × 5150 answers read: 125 on the industry, 25 on the brand
Who gets cited instead
Torvane35%
vs.−14 pts
Ardelis50%
Grey: a change within the margin of error, not a real movement.
The pages AIs open
5 torvane.example pages in the answers
- /cargo/t3-triporteur×9
- /cargo/t2-biporteur×4
- /pro/flottes×4
- /essais×3
- /guide/choisir-son-velo-cargo×1
All AI engines · constant cohort
Citation rate, reading after reading
+14 pts since reading 1
0%15%30%45%60%21%23%25%28%29%31%34%35%
- Citation rate
- Cited first
Sample data, made up to show the tool. A question's demand: monthly Google searches and AI prompts; it ranks the questions and never changes the citation rate.
Recommendation · reading of October 26, 2026
AI engines read these pages on your question. You are not on them.
On “Which electric cargo bike can carry two children?” (1,900 searches and prompts a month), none of the five AI engines cites Torvane. Brévon and Ostrelo are cited. To answer, the AI engines rely on these three pages:
-
Compared: 9 cargo bikes for two children
familles-a-velo.example/comparatif/velos-cargo-deux-enfants
Read by 5 of 5 AI engines
Names Brévon, Ostrelo and Ardelis · not Torvane
-
Two kids and a 3 km climb: which model?
forum-velo-cargo.example/fil/deux-enfants-quel-modele
Read by 3 of 5 AI engines
Names Brévon, Ardelis and Ostrelo · not Torvane
-
The family cargo bike guide
velo-urbain-mag.example/guide/velo-cargo-famille
Read by 4 of 5 AI engines
Names Brévon, Ardelis and Ostrelo · not Torvane
What to do this week
- Offer the author of the familles-a-velo.example comparison a bike to test, with the spec sheet that answers the question: payload, seats for two children, price.
- Reply on the forum-velo-cargo.example thread with a hands-on account signed with your name and role, no advertising.
- Publish a page on torvane.example that answers the question as it is asked: two children, weight, seats, price.
A lead, not a promise: Hypervisible measures, it guarantees no result. The next Monday reading shows whether these pages, and the AI answers, have changed.
Reading this demo
Three figures, every Monday
Citation rate
Out of 100 answers to the industry's questions, how many cite the brand. Each answer counts once, on each AI engine.
Constant cohort
The same questions, put to the same AI engines, every Monday: a change reads in points, from one reading to the next.
Sources
The domains and pages AI engines open to answer, including those that cover the industry without naming the brand: the sources to win.
Free analysis · no credit card
What about your brand?
10 questions, five AI engines, 50 answers read in 5 to 10 minutes. The same dashboard, on your real answers, built on data from Google and the AI engines.