Scope checklist across the tracking and reporting engagement
22/22
- Before
- Tracking and reporting needed verification
- After
- 22 of 22 scope items closed
Events and ticketingClient work
I added AI-referral reporting to a ticketing business’s own Looker Studio report and checked the underlying purchase tracking separately.
The brief
An events and ticketing business needed tracking it could check and a report it could keep using. Part of the work was a simple question: are AI assistants sending visitors, and which landing pages do those visitors reach?
I added an AI Referral Traffic section inside the client’s existing Looker Studio report. I kept it under the client’s ownership.
Sounds familiar?
The investigation
I grouped recorded session sources into named AI assistants: ChatGPT, Perplexity, Gemini, Copilot and Claude, with a separate group for other recognised AI sources. A page filter excluded unmatched sources.
That classification depends on the source GA4 receives. If a visit arrives as Direct, this report cannot recover a missing referrer or prove that an assistant sent it. I put that limitation on the report itself.
Handover
Delivery noteDelivered Aug 2026
The report has a date selector, session and visitor totals, tickets sold and purchase revenue. It shows sessions over time, sessions by assistant, landing pages against sessions and tickets, and assistants against tickets and revenue.
When I built it, the property had no recorded AI traffic. I labelled the short collection history instead of presenting the zeros as a business conclusion.
I checked the purchase path separately. A test purchase carried its transaction identity into GA4, and the browser and server Meta purchase signals shared an event identity. A Google Ads conversion request was visible in the browser capture. That request was not verification of the Google Ads conversion counter.
Before → after
Client work Done for real clients. Client details are anonymised.
Scope checklist across the tracking and reporting engagement
22/22
AI Assistant channel in the follow-up data window
| Scope | Observed result | Read on |
|---|---|---|
| Whole tracking and reporting scope | 22 of 22 checklist items closed, including the walkthrough | 28 August 2026 |
| Handover | Seven PDFs and a recorded walkthrough sent | 28 August 2026 |
| AI-referral follow-up | Three sessions recorded in the AI Assistant channel | 7 September 2026 |
| Purchase follow-up | The first real sale recorded in GA4 came from organic Google | Sale on 30 August; checked 7 September 2026 |
Notes on the numbers
The real sale was not an AI-attributed sale. The follow-up proved that the AI report had started receiving traffic and that GA4 recorded a real purchase; it did not prove revenue from AI referrals. I did not verify receipt or attribution inside Google Ads.
A note from Daniilbefore you decide
I can make AI referrals visible without claiming more than the data supports. The useful report shows the source, landing page and purchase measures together, explains missing attribution, and gives the business ownership of the report.
— Daniil
I repaired an apparel store’s product feed and documented its maintenance. The Merchant Center account remained blocked.
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