A citation and a customer record answer different questions
A dated answer shows what an engine returned for a prompt. A referrer can show how a browser visit arrived. A buyer can describe what influenced the decision. None automatically establishes a qualified opportunity or payment.
In JS Wallmatrix’s case, citation observations are retained separately from enquiry totals. In E-GMP’s archive, two employer enquiries report ChatGPT / AI Assistant discovery; an independently observed referral chain is unavailable.
Record the evidence at the enquiry level
Give each accepted request a stable identifier and provider timestamp. Where consent and instruments allow, record first landing page, submitted page, CTA context, campaign fields and referrer host. Keep an optional “How did you find us?” answer separate.
Link the enquiry to the company without replacing its existing provenance. Several people or requests can belong to one company; a company record is not an enquiry count.
Check that the event means acceptance
In a supplier-site implementation, our review found that analytics events included rejected honeypot requests. We changed the success check to count the accepted submission. A thank-you page visit, button click or WhatsApp click is also insufficient evidence of an accepted commercial enquiry.
Test rejection, network failure, retry and double-submit behaviour. Confirm the provider receipt, then classify spam, candidate enquiries, pitches and legitimate buying conversations.
Expect attribution gaps
An app or browser may omit a referrer, and a buyer can research in one channel before returning in another. Keep missing evidence unknown. Google’s AI features are not an individually identified enquiry source in Search Console.
Observed AI referrals and self-reported AI influence can overlap. Reconcile by enquiry identifier; do not add them as distinct customers or claim that every direct visit came from AI.
Follow the opportunity to the ledger
Track qualification, opportunity, signed scope and collected payment separately. Quote value and workers requested describe potential scope; they are not cash. Record delivery costs and founder review time if the goal is commercially sustainable growth.
Report engine observations and the sales funnel side by side. If citations rise without suitable opportunities, reconsider the allocation rather than present a larger visibility score.
For the scoped service, see AI-search optimization. For the site’s actual data handling, see privacy details.
An ungated recording template
Use private reference IDs rather than contact names in a shared working sheet. Keep the accepted timestamp, source page, observed referral and self-reported discovery in separate columns. Unknown source or consent-denied attribution stays unknown. Reconcile repeated enquiries to companies without deleting individual requests.
A template download or calculator use is not an accepted enquiry. Link qualified requests to distinct opportunities and projects; count each payment once within a view. When several source/problem groups connect to the same opportunity or cash record, their contribution views overlap and cannot be added into a total or interpreted as causal revenue attribution. Do not publish small identifiable client cohorts.