For investors & analysts
Hear the buyers before you underwrite the thesis.
The same in-depth buyer interviews brands commission about themselves, run across a whole category instead. Receipt-verified recent purchasers, interviewed one-on-one by AI, synthesized into a decision-ready read of the competitive field — who really holds their buyers, why, and where the field is open.
Category scan
Map the field before you pick a horse.
No home brand — every brand in the category analyzed evenly. What each brand is actually chosen for, which positioning territory is owned, contested, or unclaimed, and which brands' wins are protected by real preference versus habit or mere availability.
Target diligence
Test one brand's franchise before you close.
One brand under the lens, read against its competitors. Why its buyers chose it, how they talk about staying, what they say would make them leave, and whether the losses it takes are fixable gaps or structural rejections — thesis-confirming or thesis-killing, from the demand side.
What the report reads
Who owns which buying moments
Every brand in the field ranked on the same tables: which brands come to mind on their own, in which buying situations, and where each brand's awareness breaks down — counted from every interview, never estimated.
How durable each franchise really is
Buyers tell us what would have had to be different for them to choose differently. Wins nothing would flip are moats; wins a discount would flip are exposed share. You see which is which, brand by brand, with the counts behind it.
Where the whitespace is
Buying situations where no brand reliably comes to mind, and positioning territory no brand's buyers claim. That's where an entry thesis — or a reposition — lives, and it only shows up when the whole field is read evenly.
A decision agenda, not a findings dump
The report ends with the calls the evidence supports — defensible vs. vulnerable franchises, retention risk, what to verify next in diligence — each with its counted evidence, a confidence label, and an explicit note on what the data does not license.
What we won't tell you
No market sizing. No share estimates. No revenue or margin models. The data is what real buyers said and did — nothing else — and the report treats that scope as a feature: where a call depends on financials, it says so explicitly and names them as your diligence inputs.
You already have data providers for the financial picture. What nobody else hands you is the demand side underneath it: whether the buyers this thesis depends on would actually stay.
How it runs
- Receipt-verified buyers
- Every respondent is a confirmed recent purchaser in the category — verified through purchase receipts, not claimed behavior.
- Days, not weeks
- AI moderation runs the interviews in parallel; the synthesized read follows the wave, not a consulting calendar.
- Interrogate it directly
- Ask your own questions of the data in plain language, connect your AI agents to it, and export everything — the data is yours, permanently.
- Per-project pricing
- One study, one price, approved before anything fields. No subscription, no platform commitment.
Tell us the category and the question.
A thesis to test, a target to diligence, or a field to map — we'll come back with how the study would work, timing, and pricing. Ask and we'll walk you through a full sample category read.