Your buyer compares tools in a chat, not in a result list.

Yes, and it is the best moment. New products are sometimes recommended ahead of decade-old companies, because a model can understand and verify what they do. Setting this up from the start costs less than repairing it later.

The most common cause is content written for keywords rather than questions, plus no evidence a model can cite. The audit shows which questions you lose and which sources hold the competitor's answer.

Yes, if integration questions are in your set. It is a common and very concrete area where entering the answer can happen quickly.

Prioritized findings: what is weak, what the gap against alternatives is, which condition has to improve, why it matters and how strongly the evidence supports it. It is not a task list of the add-this-tag, get-that-many-links kind, because the right steps depend on your market and your resources. Your own team or your agency turns the priorities into work. If you want every finding verified by a person, with written expert commentary and an ordered plan of concrete steps, that is the optional $499 Expert Audit, which includes a 30-minute call or answers by email.

Free checkers generate prompts automatically and return a number on a dashboard. You do not know what they asked, you cannot repeat it and you have nothing to hand to anyone. With us you approve the question set yourself and flag up to fifteen as the most important, the set is sealed with a hash, and the result is a report with the measurement, the benchmark and the priorities.

The $49 audit runs the full research, measures visibility across five providers and says which condition has to improve. Expert Audit is the optional step up at $499: every finding verified by a person, written expert commentary and an ordered plan of concrete steps your team or agency can follow, plus a 30-minute call or answers by email.