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Which software offers white-label AI visibility reports? What agencies should ask before buying

Which software offers white-label AI visibility reports, and what to check first: branding scope, plan tier, report content, and scheduling for agency client work.

Every agency owner we talk to asks this at some point: which software can put our brand on AI visibility reports? It is a fair question, and the honest answer starts with another one. What do you mean by white-label?

Four things "white-label" can mean

Vendors use the word loosely. Before comparing anything, we separate the layers:

  1. Branded PDFs. Your logo and colors on exported reports, sometimes on a schedule.
  2. A client portal or workspace. Clients log in under your brand.
  3. A custom domain. The vendor's name never shows up in the URL.
  4. Controllable content. Custom dashboards, a data connector, or both, so the report says what you want it to say.

Most tools offer some of these. Fewer offer all four, and white-label features often sit on the highest tier, sometimes behind a sales call.

What we have found about the tools

We run client programs on Promptwatch, so we know it best. The published materials list a white-label workspace and client portal for agencies, and white-label branding on PDF exports and schedules. They do not name the plan that includes them, and we do not guess. Before we promise white-label in a proposal, we confirm the plan with the vendor. One limitation worth knowing: Slack briefings are not available on white-label workspaces.

What we can say clearly about the surrounding structure: agency plans (Kick-off at $199 a month, Growth at $399, Scale at $799) include unlimited projects, unlimited pitch projects, unlimited prompts, 10 seats, all AI models, custom reports, the Looker Studio connector, and MCP and API access. Reports include PDFs of any dashboard, scheduled PDF reports, and Excel or CSV exports with a column picker.

For other tools, we rely on what vendors publish. Search Atlas lists white-label dashboards on its Pro plan. SE Ranking lists white-label agency reporting inside its SEO suite. LLM Pulse and Qwairy keep white-label for Enterprise, which means a custom quote. Frase lists white-label reports and a branded client portal on Enterprise. On the other side, Rankscale has no PDF export according to the catalog we use, and Ahrefs Brand Radar has no per-client structure. Check every one of these on the vendor's current page, since tiers move.

Branding is the easy part

Here is the lesson we learned the hard way: a branded report is only as good as its content. If the PDF shows a visibility score and a line chart, the client sees a vendor dashboard in a different jacket and asks why they are paying you.

The reports that keep clients contain explanations. Ours usually include:

  • Visibility movement by topic, not one blended score.
  • Citation changes, showing which pages and domains the engines now use, including Reddit and YouTube.
  • Crawler findings, from IP-verified logs showing whether GPTBot, OAI-SearchBot, ClaudeBot, and PerplexityBot reach the key pages.
  • AI-referred traffic and conversions, so the report ends on business results.
  • The next actions, pulled from the Action Board, with owners and dates.

That content comes from the platform, not from the white-label feature. It is why we care about depth as much as branding.

What to ask a vendor

We use this list on every call:

  1. Which exact plan includes white-label, and is it a published price or a quote?
  2. Is the client portal branded, or only the PDF?
  3. Can we use a custom domain?
  4. Can we schedule reports, and in what format?
  5. Does the report contain more than a visibility score?
  6. Do white-label workspaces lose any feature?
  7. How many client workspaces can we have, and what does each one add to the bill?

Number seven catches pricing traps. Some tools charge per domain or per active client, which turns a growing roster into a growing bill.

A workaround when white-label is gated

If the tool you like keeps white-label on a tier you cannot justify yet, there is a practical middle path. Use scheduled exports or the Looker Studio connector to build the client-facing report in your own template, and keep the platform as the data source. It takes more setup but gives full control over branding, and clients never see the vendor.

We do this on a few accounts where the client report mixes AI visibility with traditional SEO numbers, since a single custom report in Looker Studio reads better than two vendor PDFs.

What reports cannot promise

No report can promise an AI engine will recommend a client. We say that on the first page of every report in plain language: this shows where you stand, what changed, and what we are doing about it.

Our recommendation

For agency work we start with Promptwatch, confirm the white-label plan with the vendor, and make sure the report content explains rather than decorates. If white-label is a hard requirement from day one and the plan question cannot be resolved, we use the Looker Studio route until it can.

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