Platform · Intelligence

Where your brand drops out of the purchase.

A buyer does not ask a single question. They discover a category, compare, look for alternatives, check compliance. We organize your 50 questions by intent family to see where you are present, and where you are not.

50 buying questionsIntent familiesTargeted questions

What we measure

Your questions, organized the way your buyers ask them.

Families

By buying intent

Category, alternatives, comparisons, compliance, integration: every question belongs to a family.

Journey

By buying stage

From discovery to final choice, to see at which point you drop off the list.

Never won

Zero-mention questions

The ones where your brand is named in no answer, on no engine.

Targeted

The questions being worked

The ones the action plan prioritizes, tracked separately at every measurement.

Experts + proprietary technology

A question set built with you.

Your questions drive the measurement. They are chosen up front and do not change between two measurements.

  1. CollectYour buyers' questions: sales, support, searches, competitors.
    Experts + you
  2. OrganizeEvery question in an intent family and a journey stage.
    Experts
  3. FreezeThe question set is locked so measurements stay comparable.
    Measurement engine
  4. MeasureBrand presence by question, by family, by engine.
    Measurement engine
  5. TargetThe weak families that matter most for your sales.
    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.

16 of 50

questions never named the brand

baseline measurement

4 → 47

"Existing systems" family, targeted by the plan

answers citing the brand, out of 180

11 → 63

on the 13 targeted questions

answers citing the brand, out of 260

66 → 59

"Identity & access (IAM/MDM)" family, not targeted

down · out of 160 answers

See the full case →

Intent familyQuestionsMeasurement 1 → 2Share of answers citing the brand
Existing systemstargeted Questions9 Measurement 1 → 24 → 47 Share of answers citing the brand
Governance & trusttargeted Questions4 Measurement 1 → 27 → 16 Share of answers citing the brand
Use cases & automation Questions3 Measurement 1 → 218 → 23 Share of answers citing the brand
Category / discovery Questions7 Measurement 1 → 215 → 24 Share of answers citing the brand
AI-native & channels Questions7 Measurement 1 → 235 → 41 Share of answers citing the brand
Alternatives & comparisons Questions8 Measurement 1 → 264 → 66 Share of answers citing the brand
Identity & access (IAM/MDM) Questions8 Measurement 1 → 266 → 59 Share of answers citing the brand
Non-targeted families move too. In either direction. We also publish the ones that went down, so the effect of the work can be read next to the changes we did not cause.

Let's see what AI engines say about your brand.