That’s what it said

For agencies

A real answer when your client asks what you are doing about AI search.

Multi-tenant from day one, white-label reports, and the honest limits in writing before your client meeting rather than after it.

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Agencies are sold to, not signed up. That is deliberate.

Recommending a tool that gets caught overclaiming, in front of a client you spent two years earning.

Why agencies churn tools rather than categories

The honest limits, in writing

A one-pager you can hand a client covering what nobody can measure: real user queries, retrieval without citation, revenue attribution. You are the expert in your own room.

Economics that survive ten clients

One workspace per brand with rollups across them, and per-brand pricing that does not eat the margin at the point where the account finally becomes worth having.

A deliverable, not a dashboard

Every finding carries a cause, evidence, an owner and an effort estimate. That is a scope of work, which is what you actually sell.

What the evidence says

  • Roughly 41% of B2B sites still block at least one major AI bot, mostly left over from 2023.Our own measurements across audited sites, 2026. Directional [OBSERVED]
  • Google's documentation states that Search does not use llms.txt, and 97% of llms.txt files received zero bot requests.Google docs, 15 June 2026, and Ahrefs, May 2026 [VERIFIED]

What this will not do

We will not sell a client a guarantee, and we will not let you either. The systems are probabilistic and our reports say so, which is the reason we are safe to put in front of your client.

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