A session count doesn't tell you whether assistants are sending buyers. The CRM gets closer, because a contact record carries a source and a deal has an outcome.
Lean Labs' AEO service shows one way to lay the report out. It describes three groups of measures. Visibility holds brand mentions, citations and prompt coverage. AI referral traffic and engaged visits sit under demand, and contacts, deals and pipeline sit under revenue.
The visibility group is where prompt and citation checks belong. A check records whether an assistant named or linked you when it was asked a set question. That's a sample of answers and it counts no visitors, so it sits with the Search Console impressions and apart from traffic. Repeat the same prompts on a schedule, because one reply is a single sample. You can run the checks by hand or pay for a tool that runs them, and we price those tools in how much an AEO audit costs for a B2B website.
Suppose a quarterly report shows 12,000 impressions in Search Console's AI report and 400 assistant sessions in analytics. Suppose the CRM shows nine new contacts with an AI referral as their recorded source, and two deals associated with those contacts. Each figure is true for its own system, and they don't form a funnel.
The impressions come from Google's AI results and the sessions come from other assistants, so dividing one by the other gives a rate that describes nothing. Sessions are counted per visit. Contacts are counted per person, by the source the CRM recorded. Those two totals don't reconcile automatically. The two deals are linked to contacts that have an AI source. That link shows the source the CRM recorded for the contact. It doesn't show that the assistant caused the sale.
The report is still useful once each number keeps its label. You can say which pages Google is showing in its AI results, and how many visits assistants sent. You can say how many contacts carry an AI source and how many deals are attached to them. The CRM counts can trail the others, because a contact or a deal can be recorded later than the visit that began the sales conversation, a lag we work through in how long before AEO generates qualified leads.