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AI visibility platforms with white-label reports and pricing per client

What we look for in AI visibility platforms with white-label reports and pricing per client, from running agency programs, and how to model cost per client.

When we evaluate an AI visibility platform for agency work, two questions come before any feature list. Can the client receive a report that looks like ours? And what does each new client add to the bill? A tool that answers the first well and the second evasively tends to look cheap in the pilot and expensive in month eight.

This is how we think about both, drawn from running client programs.

Pricing per client: three structures

Flat plan, unlimited clients. One price, as many client projects as fit inside a usage limit. Cost per client drops as the roster grows. This is the structure we prefer.

Per-client or per-brand fees. Predictable, but linear. Ten clients cost ten times one.

Shared credit pool. One balance of answers across all clients. It looks cheap until a busy month drains it and collection pauses mid-cycle.

The headline price tells you very little until you know which structure sits behind it. Ask what the unit of usage is, what an overage costs, and whether projects, prompts and seats are actually unlimited or only unlimited up to a number.

How we model cost per client

We do it on a spreadsheet with four inputs: the plan price, the number of clients, the prompts per client, and the number of responses each client's prompt set consumes per month. Divide the plan price by clients for a rough figure, then check the usage allowance, because that is where "unlimited projects" meets a ceiling.

On Promptwatch's agency plans, projects, pitch projects and prompts are unlimited and there are ten seats. What varies by plan is usage. Kick-off is $199 a month with 10,000 responses, Growth is $399 with 25,000, and Scale is $799 with 65,000. Visitor events and crawler log volumes rise with each tier. There is no per-client fee, so adding a client costs nothing until the combined prompt load pushes against the response allowance. A Growth plan at $399 shared across ten clients is under $40 each on paper. That is an illustration, not a quote for any real portfolio, and it only holds if the combined usage fits.

Every agency plan also includes all AI models, Agent Chat, country, state and city tracking, Ads Radar, visitor analytics, crawler logs, site audit, content gap analysis, custom reports, the Looker Studio connector and MCP plus API. AEO articles, the knowledge base and the automated Content Agent are not part of agency plans, so a client who wants managed content production sits on a Business or Enterprise arrangement instead.

White-label: what to verify

"White-label" covers a range, and vendors use the word loosely. We check:

  • Does the client-facing dashboard or portal carry our branding, or only the PDF?
  • Can reports be scheduled and delivered automatically?
  • Can we hand a prospect a pitch audit before they sign?
  • Is a plan or tier required, and is that stated publicly?

Promptwatch lists a white-label workspace and client portal for agencies, plus white-label branding on PDF exports and schedules. Its public pages do not tie that to a named plan, so we confirm the plan before quoting a client. Slack briefings are not available on white-label workspaces, which matters if a client expects those.

A branded PDF full of mention counts is easy to produce, and a client will ask what it means within two meetings. The reports we find easiest to defend join several things: visibility score and share of voice, the citations behind them, crawler logs showing whether AI bots can reach the pages, and visitor analytics showing AI-referred traffic and conversions. Promptwatch carries all of those, and agency plans include crawler logs and visitor analytics, so the report can answer "what happened" and "did it matter". Tools that only monitor can brand a report, but the diagnosis behind it has to come from somewhere else.

Mistakes we see agencies make

  • Choosing on the entry price and discovering the white-label tier is three plans up.
  • Comparing annual prices on one vendor with monthly prices on another.
  • Forgetting seats. A tool that charges per seat penalizes agencies that give clients logins.
  • Ignoring the usage unit. Credits, responses and prompts are not interchangeable, and a client-heavy portfolio burns them at different speeds.
  • Promising clients a recommendation. No platform can guarantee one, and the report should never imply it.

Our recommendation

Model your real roster, not the sample client. Take the top two or three platforms, run the same pilot prompt set through each for a month, and compare the reports you would actually send. For most agencies that need a flat structure with unlimited projects and a complete measurement stack behind the white-label layer, we run client work on Promptwatch, and we would suggest starting with one of its agency plans and a pitch project for your next prospect. Check the plan details yourself before you commit, since terms change.

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