Define the question before the metric

Decide whether you are testing discoverability, the accuracy of an answer or a useful enquiry path. These are different outcomes. Write down the exact question, language, date and observed source. AI responses can vary between runs, so avoid describing one screenshot as a permanent position.

Connect observations to business work

Review the search reporting available for your property, referral information where available, and enquiries your team actually receives. Ask whether customers found the information useful. Keep personal data out of a public monitoring document. A WhatsApp link click indicates a click; it does not prove a message was sent or a sale occurred.

Review without overstating attribution

A content change, a search appearance and a later enquiry can be related without establishing a causal chain. Keep a dated log and compare like with like. The lab’s checklist is a bounded technical observation, not an AI visibility score. Use it to choose an investigation, then assess results with consistent evidence.