A documented prompt set
The questions your buyers ask, written in their wording, agreed with you and frozen so every later reading is comparable to this one.
BACKTIER
The offer
AI Visibility Baseline
A written measurement of how AI systems currently identify, retrieve, cite, and describe your brand — and an honest recommendation about whether implementation work is warranted.
What you receive
Testing across named platforms
ChatGPT, Google AI Overviews, Gemini, Claude, and Perplexity, run repeatedly and reported separately rather than averaged into one score.
Brand representation and accuracy findings
Whether the system identifies the correct organization, and whether what it says about you is current, correct, and complete.
Competitor citation comparison
Which other organizations are named on the same prompts, and what evidence appears to be supporting those answers.
Retrieval and source analysis
Which of your pages can be fetched, parsed, and quoted, which third-party sources are being used instead, and where the gaps are.
A prioritized remediation roadmap
The issues in the order they are worth fixing, with the constraint each one addresses.
A clear recommendation on whether to proceed
Including the case for doing nothing. If the findings do not justify an implementation engagement, the report says so.
Scope, format, timeline, and cost
- Scope
- 40–60 prompts agreed with you, tested on ChatGPT, Google AI Overviews, Gemini, Claude, and Perplexity
- Format
- A written report: findings, evidence, competitor comparison, and a prioritized remediation roadmap
- Timeline
- 5 business days from the agreed start date
- Cost
- $2,500–$7,500, quoted in writing before work begins; the price depends on prompt-set size and platforms in scope
What the report looks like
A complete specimen report is published in full — the frozen prompt set row by row, scores for each platform across all four dimensions, the findings behind those scores, and the remediation roadmap in execution order. The subject is a fictional company, so the figures show format rather than any client’s results.
Read the sample reportWho should not buy this?
You want a guarantee of citations or recommendations.
No provider can guarantee what an independent AI platform will cite. If that is the outcome you are buying, do not buy this — or anyone else's version of it.
You want a free audit dressed up as a sales call.
This is a paid, written deliverable produced from real testing. If you are collecting free audits to compare vendors, this is not one of them.
Your evidence layer is not yours to change.
If you cannot edit your site, publish third-party corroboration, or touch your structured data, the roadmap will sit unimplemented. Fix that constraint first.
You need a result this week.
A baseline takes five business days and measures a point in time. It is not a same-day screenshot, and it is not a substitute for fixing a live commercial problem.
Common questions
Is this a free audit?
No. A baseline is a written deliverable produced from real testing, and it is a paid engagement. A sales call is a sales call, and we do not describe one as an audit.
Can you guarantee we will be cited afterwards?
No. No provider can guarantee what an independent AI platform will cite or recommend. A baseline tells you where you stand and what is worth fixing; re-measurement tells you what changed.
How long does a baseline take?
Five business days from the agreed start date. Scope, schedule, and price are confirmed in writing before any testing begins, and the report states the exact measurement window it covers.
What happens after the report?
You can implement the roadmap yourself, have us implement it, or do nothing. If we implement, we re-run the original prompt set on a documented schedule and report improvements, regressions, and unchanged results.
To start, tell us your category and the questions your buyers ask. We will confirm scope, schedule, and price in writing before any testing begins.