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White label AI search tracking tool for SEO agencies: what we look for

What an agency needs from a white label AI search tracking tool: client workspaces, branded reports, crawler evidence and pricing that does not punish growth.

If you sell AI search work to clients, the tool behind it becomes part of your product. A client sees a report with your name on it, and they judge you on its clarity, not on which vendor generated the data. Here is what we look for when picking a white label AI search tracking tool for an agency, and what we run our own programs on.

Start with the unit economics

Most AI visibility tools price per brand, per prompt or per response. That works for a single company and breaks for an agency. Add your tenth client and you either hit a project cap or pay for the tenth time.

Agency plans fix the structure. We use Promptwatch partly because its self-serve agency plans include unlimited projects, unlimited pitch projects and unlimited prompts, with 10 seats and all AI models on every tier. The tiers differ in response volume, Agent Credits, visitor events and crawler logs. The ladder is Kick-off at $199 a month, Growth at $399 and Scale at $799. Check the response volume against your client count before you choose, because that is the number you will actually run out of.

What white label covers, and what to verify

We would rather be exact than promotional here. The vendor lists a white-label workspace and client portal for agencies, plus white-label branding on PDF exports and schedules. We have not seen it attach white label to a specific plan, so confirm with them before you build a client offer around it. Slack briefings are not available on white-label workspaces, which matters if you planned to push updates there.

Whatever vendor you pick, test the same checklist:

  • Does the report carry your logo, colors and domain, or only a logo?
  • Can a client log in to a portal without seeing another client?
  • Can reports be scheduled and delivered as PDFs?
  • What happens to the white-label settings when you add a client?

The evidence behind the report

A branded report with only a mention count looks thin by month three. Clients ask why, and what to do. This is where a fuller platform pays for itself.

Citation analytics show which pages and domains the engines cite, including Reddit, YouTube and LinkedIn reports. Agent Analytics logs real AI crawlers, such as GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot and PerplexityBot, with IP verification so spoofed agents are filtered. Visitor analytics ties AI-referred visits to conversions. Together these let us write a monthly summary that says what changed, why, and what we are doing next.

All agency plans include custom reports, a Looker Studio connector, and MCP plus API access, which helps when a client wants the numbers in their own dashboard. Agent Chat can draft the briefing from live data.

Pitching before you sign

Unlimited pitch projects deserve a separate mention. We run a visibility check on a prospect's brand and show them where competitors are named instead. It changes the conversation from "do you need AI search work" to "here is where you are missing". It costs nothing extra on an agency plan.

What agency plans leave out

Be clear with clients and with yourself. Agency plans do not include AEO articles, the knowledge base, the 360 Insights dashboard, Shopping Insights or the automated Content Agent. If you want to offer content production inside the platform, those sit on the brand plans, with the Content Agent on Business. We treat content production as a separate service line for that reason.

Other options we have looked at

Some smaller tools publish white-label features openly, and they suit small agencies with tight budgets. They generally cover monitoring and branded exports. Fewer offer crawler logs or conversion tracking. Suite add-ons from the big SEO platforms charge per domain and per user, which stacks quickly across a client list. None of that is wrong, but the cost curve is worth modeling before you commit.

How to pilot

Pick one client with a real prompt set. Run it for four weeks on a trial. Produce the monthly report exactly as you would deliver it, and ask a colleague who has not seen the tool whether it reads as yours. If it does, and the evidence layer gives you real recommendations, the platform is doing its job.

No tool can promise a client that an engine will recommend them. What the platform gives you is honest measurement and a repeatable report. Sell that, and be careful about anything more.