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

Yes, and it is the best moment. A new product is sometimes recommended ahead of a decade-old company, because a model can understand and verify what it does. 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.

Strategic priorities: 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 implementation depends on your market and your resources. A ready implementation plan with human verification is the $499 Expert Audit, and our team doing the work is an Implementation Sprint.

A free checker generates prompts automatically and returns a number on a dashboard. You do not know what it 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 adds human verification of every finding, written expert commentary in the report and an ordered implementation plan on your side: what, where and in which order.