Independent measurement. Every finding at 95% confidence. From $4,000 for one market, one language, and one core offering. Delivered in 7 to 14 business days.
30-minute scoping call · no commitment
The Report answers one question: what AI platforms tell buyers about you right now, and how sure you can be of the answer. It matters most in six situations.
You need a number that holds up to scrutiny.
You rebranded, renamed, merged, or repositioned.
You operate in more than one market or language.
You are entering into a new market or region.
You are launching something people research first.
Something happened, and the record has not caught up.
If none of these describe you and you still want to know where you stand, that is a good enough reason. The Report is the same either way.
Presence
When a relevant prompt is asked, does the brand appear at all, and how often.
Comparison
When named against a competitive set, how does AI position the brand relative to others.
Recommendation
Beyond mention, how likely is AI to actually pick or endorse the brand.
Accuracy
Is what AI says true, and where is it wrong in a way that carries weight.
Sentiment
Warm, neutral, or hostile, and toward which audience.
Sources
Where AI draws its picture of the brand, and how much of that the brand can influence.
Access
Can the platforms technically read and ingest the brand's own properties.
Audiences
How representation shifts across audience segments and personas.
A decision worth real budget consideration demands rigor and diligence. Every AI platform sample uses the current default models of each platform.
95% Confidence Interval
A measured range at every reported level. An initial read is sized to a minimum of 100 observations per reported cell, per platform, which places a 95% Wilson interval around every rate we publish.
Full-Context Scraping
We read what the model reads. We analyze actual cited content across text, schema, and transcripts, not page titles and meta tags.
Crawl & Access
Proof AI can read your content. CDN fingerprinting, bot-access simulation, routing and WAF checks on cited pages.
7-Type Accuracy
Hallucinations, named and scored. From fake citations to staleness, 7 types of accuracy errors scored by severity across every claim.
Citation Provenance
Every source, classified. Traced and marked owned, influenceable, or competitor-controlled.
Temporal Sampling
A baseline plus a variance band. Sampled across a time window, so you see what is stable and what is drifting.
This is what turns AI noise into intelligence. The full procedure, including our sampling design, statistical treatment, and entity-resolution rules, is published on the Method pages. Every finding in the Report can be re-run against it.
The AI Brand Representation Report. A 95% statistical confidence read on how AI describes your brand in one market, one language, and across a core offering. Final price dependent on scoped specifics.
Every Report Includes
FIRST ENGAGEMENT
$4,000
One unit = one market × one language × one core offering
No subscription. No commitment. No obligation.
The first unit is priced below what it costs us to produce. We are a new firm in a new category, and we would rather absorb the risk of the first read than argue about it. Pricing after that reflects what the work actually takes.
INSIGHTS COVERING
Reproducibility is the premise of the method, so both promises below are tied to it and to the documented spec. Neither one asks you to judge how you feel about the work.
UNBOUNDED
The Rigor Guarantee
Any finding that fails to reproduce under our documented method, we correct free, with no time limit. Re-run it yourself against the published procedure. That is the point of publishing it.
60 DAYS
Money Back Guarantee, up to 70%
One revision round included. If the deliverables still fail the documented spec, the refund follows. The retained 30% covers compute and API pass-through, and the raw data is yours to keep either way.
Every finding carries an as-of date. These models ship roughly every six weeks, and a material release changes what the platforms say. A read is valid as of the model generation that produced it, so we re-verify against your existing prompt architecture. The design is already paid for, so a re-run is priced on what it costs to run.
One-Time Re-Verification
$2,500 per unit
A re-run when a material model release lands, reported as a delta against your baseline.
Annual Assurance Coverage
$12,500 per unit
Quarterly refreshes, plus an included re-run on every material model release through the year.
A single global AI visibility score is an average of markets that behave differently. The same brand can read differently in every market.
France · French
Represented with gapsDifferent sources. Different competitors. Different errors.
United States · English
Well representedDifferent sources. Different competitors. Different errors.
United States · Spanish
ExposedDifferent sources. Different competitors. Different errors.
The Report is priced and produced per market, per language, per offering.
Beyond it, we deliver additional engagements with the same independence and rigor.
Outcome Measurement
Connecting AI visibility to business outcomes: revenue, pipeline, branded search, awareness metrics.
Ongoing Advisory
Retained strategic judgment without implementation. Direction on what to prioritize as the landscape shifts.
Ongoing AI Measurement
Quarterly or continuous re-verification against your baseline, with confidence bands on every finding.
Agentic Commerce Consulting
Preparing your data, feeds, and systems for AI-mediated transactions.
All engagements are scoped individually. to discuss.
Independent measurement of how AI represents your brand. One market, one language, delivered in 7 to 14 business days.
30-minute scoping call · no commitment