Platform · Intelligence
Who gets cited instead of you.
When a buyer asks an AI engine which solution to choose, it offers a short list. We measure who makes it, on which questions, and through which sources.
What we measure
Four readings of the competition in the answers.
The brands that make the cut
The brands named in each answer, question by question, engine by engine.
Your weight in the category
The share of mentions of your brand among all brands named on your questions.
Where a competitor gets through
The questions where a competitor is named and you are not: the working list for the plan.
Why they get through
The pages, comparisons and third-party profiles that get the competitor cited.
Experts + proprietary technology
From the list of competitors to the battle worth fighting.
The engine extracts and counts. The experts decide where to compete.
- ListYour known competitors, and the ones AI engines name that you did not expect.
Experts + you - ExtractEvery brand named in every answer.
Measurement engine - ArbitrateName variants mapped to the right brand, before any share-of-voice calculation.
Engine + expert - CompareRank, share of voice and lost questions, from one measurement to the next.
Decision engine - ChooseThe questions where the gap is decided, and the action to win them back.
Experts
The proof
What the measurement showed, in a real case.
US B2B SaaS vendor (anonymized) · August 9, 2026 → September 22, 2026. Same protocol at both measurements.
rank among cited competitors
August 9, 2026 → September 22, 2026
share of voice, after name arbitration
same questions, same engines
questions where the brand was never named at the start
baseline measurement
Go further