Quarterly AI visibility reporting in Looker Studio: a practical setup
A quarter is about 90 days and most API calls stop at 92. Here is how to build a quarterly AI visibility report with the Looker Studio connector, PDFs, and exports.
Someone senior asks for the quarterly AI visibility review. You open the dashboard, set the date range to the last quarter, and realize you have three problems. The audience wants a deck. The data team wants it in Looker Studio next to everything else. And you need a record of what AI actually said, not only a chart.
Each of those has a different tool in Promptwatch. Matching them up first makes the quarter much easier.
Start with the date math
A calendar quarter runs 90 to 92 days. Promptwatch's REST API v2 and the MCP server accept date ranges up to 92 days. That is enough to cover any single quarter in one request, which is not an accident worth ignoring. If you ever need half a year, split it into two calls and stitch the results. Do that at the start, not when a query errors out at 2 a.m. before the review.
Quick check for your quarter: Q1 has 90 days (91 in a leap year), Q2 has 91, Q3 and Q4 have 92. All fit.
Three outputs, three jobs
| Output | Best for | Where it comes from |
|---|---|---|
| Looker Studio report | The live, shareable view next to other marketing data | The Looker Studio connector with templates |
| Scheduled PDF | The snapshot executives actually open | Scheduled PDF reports, default or custom dashboards |
| Responses export | The evidence behind the numbers | Excel/CSV export with a column picker |
Looker Studio
The Looker Studio connector, with templates, starts on Professional. Custom reports start there too, which pairs naturally with it. Agency plans include both. Essential does not include the connector, so if your team needs it, that settles the plan question early.
Build the report around three or four views your readers already understand: visibility over time, share of voice against named competitors, top cited domains, and AI-referred visits if you have visitor analytics connected. Resist adding everything. A quarterly review benefits from a short list that stays the same each time, so quarter-over-quarter comparison is possible.
Scheduled PDF reports
Scheduled PDF reports work for default and custom dashboards. A scheduled custom dashboard follows its widgets and name as they change, so editing the dashboard edits the next report without reconfiguring the schedule. Every brand plan includes 10 scheduled PDF reports. The same applies on the first day of a new quarter: check that the filters on the dashboard still point at the right monitor, model, and topic before the schedule fires.
White-label PDFs exist for organizations with their own branding on exports, which matters mostly for agencies serving clients.
The responses export
Charts summarize. Executives sometimes ask, "what did it actually say?" The responses export answers that. It lists each brand mention with its position, written like Acme (1), Globex (2), which means Acme was the first brand named and Globex the second in that response. You choose the columns with the column picker, so you can keep the export light.
Keep a dated copy each quarter. In a year you will have four snapshots of how AI described your category, which charts alone cannot reconstruct.
A quarterly routine
- Two weeks before: confirm monitors, prompts, and topics have not changed in ways that break comparison. Note any changes in the report.
- One week before: refresh the Looker Studio data and check totals against the Promptwatch dashboard for the same dates.
- Three days before: export responses and save with the date in the filename.
- Day of: send the scheduled PDF, or generate one on demand, and link the live Looker Studio report for anyone who wants to dig in.
- After: write two sentences per metric about what moved and one about what you will do next.
On step 5, tie each change to something you can name. If visibility rose, was that in a topic you published for? If a competitor moved, was it a model change? The Action Board and Agent Chat can help here. Agent Chat can also build dashboards and generate PDF reports from a prompt, and Scheduled Chats can deliver a recurring briefing in-app or in Slack.
Pitfalls
Prompts that changed mid-quarter will distort trends. Frequency changes matter too: monitors can run every 12, 6, or 1 hour on Business, Agency Scale, and Enterprise, and a faster schedule means more responses, so compare like with like. Write the setting in the report footer.
Also watch for the November 4 crawler classification change if your report includes crawler data: AI crawls and citation crawls were reclassified, so annotate any quarter that spans that date.
Our pick
For reporting that has to work for three audiences at once, Promptwatch is the platform we would evaluate first. The connector, the scheduled PDFs, and the exports draw from the same dataset, so the numbers agree across formats. Most monitoring-only tools give you a dashboard and a CSV, and the quarterly review is where that gap hurts.
Next step
Start the 7-day free trial, build one custom dashboard with your four standard views, and schedule a PDF before the quarter ends. If you would rather have someone walk through the Looker Studio setup, book a demo at promptwatch.com/book-a-demo.