White-Label AI Visibility Reporting: the Agency Line Item

Every agency retainer has the same three blocks — media, content, reporting — and all three are being repriced by clients who read about AI all day. AI visibility is the rare addition that is genuinely new to the client, cheap to operationalise, and visible monthly in a document they already receive. The pitch is one sentence long: when someone asks ChatGPT for the best option in your category, we track whether it says you — and here's the report. What makes it stick is that the deliverable renews itself. A client who has once seen their share of voice trending against a named rival does not cancel that page. And because the report already carries their ads and analytics, the AI section arrives as an upgrade to something trusted, not a new tool to evaluate.

White-label is one of those words vendors use loosely, so here is the concrete inventory as it works in CrunchJunkie. Your logo and branding on every report, from the Starter plan up. Your own domain serving the reports from Pro up — the client's bookmark reads reports.youragency.com, not anyone else's product. Live share links and PDFs that carry that branding end to end. And the report language follows the client, not the tool: English, German, Spanish and French, per report. The line that matters in a pitch: at no point in the monthly experience — link, cover, charts, summary, sender — does the platform's name appear. The capability reads as yours because, operationally, it is: your prompts, your competitive set, your narrative on top.

The margin story is unusually legible, because platform cost scales by brand slots. On our published pricing: Starter is €59 a month for 5 brands — €11.80 per client brand at full use. Pro is €149 for 20 brands, €7.45 each. Agency is €224 for 40 brands, €5.60 each. (All VAT-exclusive, and each brand gets the full ten-engine tracking — no per-engine add-ons quietly inflating the real number, a pattern we've priced out across the category.) Against a platform cost of six to twelve euros per brand per month, essentially any monthly fee an agency charges for a tracked, reported AI-visibility service is gross margin. We deliberately won't tell you what that fee should be — public benchmarks for this line item don't exist yet, and any number we quoted would be folklore. The structures below are what we actually see agencies use.

The flat add-on: a fixed monthly amount added to the retainer per brand, covering tracking, the monthly report section and one action item per month. Simplest to sell, easiest to renew — the default for agencies bundling it into existing relationships. The setup-plus-monitoring split: a one-time onboarding fee (prompt-set design, competitor selection, baseline report, technical GEO audit of the client's site) followed by a lower monthly monitoring fee. Matches where the work actually is — the first month costs you real thinking, the rest is instrumented — and anchors value on the audit deliverable. The performance framing: monitoring bundled free into the retainer, with paid work items generated from the data — each content gap the tracking finds becomes a scoped, evidence-grounded brief the client approves individually. Highest ceiling, because the tracking becomes a lead engine for billable work rather than the product itself. In all three, the report is the renewal mechanism. The month a client sees a competitor overtake them on a chart with their agency's logo on it, next month's invoice stops being questioned.

The strongest pitch asset costs nothing: run the prospect's own domain through the free AI visibility check before the meeting — live checks, no signup, sample size and margin shown — and open with what the engines actually say about them today, including who gets recommended instead. Follow with the free GEO audit of their site, which reliably surfaces a fixable technical embarrassment (blocked crawlers, missing schema) that makes the first month's work self-evident. A pitch built on the prospect's real numbers reads as diagnosis; one built on category statistics reads as advertising. The same discipline that makes the monthly report defensible — real runs, stated sample sizes, no invented benchmarks — is what makes the pitch land. It's also, not coincidentally, the standing rule for everything we publish, this article included.