Tell me what the answers are doing
Start with the service, the market, the buyer, and the answer behaviour that made you uneasy. Use the form for audit requests, measurement sprints, answer-drift monitoring, or a focused review of your service language. A useful message names what buyers ask, what answer systems return, and where the description begins to slip.
Frequent questions
How do you usually work?
I start by collecting observed answers across prompt families, then I separate visibility, accuracy, category fit, and commercial usefulness. After that I map the repeated patterns to specific pages, proof gaps, and wording choices. The output is diagnostic, with recommended fixes tied to answer behaviour.
Which topics do you take on?
I work on AI visibility measurement for independent consultants and small professional-service firms. That includes advisory, legal-adjacent, health-adjacent, technical, editorial, and creative services where expertise is expensive and easy to misclassify. I am a better fit when the business sells judgment rather than a simple commodity.
How fast do you reply?
I usually reply within a few business days. If the request is vague, I may answer with a sharper question rather than a sales call link. I would rather understand the measurement problem before pretending the scope is obvious.
What format do consultations take?
Most work is either a fixed audit or a short measurement sprint. Smaller reviews are usually written and annotated; deeper sprints include prompt sets, answer ledgers, category analysis, and a findings call. Pricing usually sits between $1,800 and $7,500 USD, depending on scope.
Do you work with agencies?
I work with small firms and solo experts directly, and I will work with a small agency when the end client is clear and the evidence is accessible. I do not take on vague reseller work where the measurement gets hidden behind account management language.
What tasks do you not take on?
I do not write fake reviews, generate misleading proof, mass-produce location pages, or promise placement inside AI systems. I also do not take projects that begin with a demand to “own” an answer without first measuring what the answer is doing.
A clearer answer pattern starts with the first ledger entry.
Tell me what buyers ask, what the systems answer, and where the mismatch begins.
Request audit