The attribution collision nobody scopes for
A mid-market company hires one agency. An enterprise already has four: an SEO agency, a paid media agency, a PR firm, and a content studio. Add a GEO or AI-search specialist and you have five vendors whose work all feeds the same outcome — whether an assistant names your brand — and every one of them will report the resulting lift as theirs.
This is not vendor dishonesty. It is a real measurement problem, and it is structurally worse in AI search than in any other channel:
- The output is shared by construction. A citation happens because a page was readable (technical SEO), said something quotable (content), and was corroborated by third-party coverage (PR). Nobody moved that lever alone.
- There is no click trail for most of it. Being mentioned in an answer with no link followed is invisible to your analytics. The measurable subset is not a representative sample of the effect.
- The baseline moves on its own. Assistants change retrieval behaviour and swap underlying models on their own schedule. Citation rates drift with nothing changing on your side, and drift always gets claimed by whoever is reporting that month.
Fix it in procurement, not in the QBR
Three clauses, agreed before anyone starts, cost nothing and settle the argument in advance.
- One shared prompt set, owned by you. Fifty to a hundred buyer-intent prompts, fixed at kickoff, run on the same schedule, logged by your team or a tool you pay for directly. Every vendor reports against that set. Nobody brings their own.
- Named control prompts. Ten to twenty prompts in a category nobody is working on. When those move, the movement is the model, not the vendor — and you now have a subtraction to apply to everyone's claimed lift.
- Workstream boundaries in writing. Which vendor owns on-site content, which owns technical, which owns third-party coverage, and what the handoff looks like where they meet. Most of the overlap in AI-search scopes is on-site content, and it is worth an explicit sentence.
The version of this that costs real money
Without those clauses, the usual enterprise outcome is not that you get bad work. It is that you pay two agencies to rewrite the same forty pages, six months apart, because each scoped the same obvious remediation and neither knew the other had it. Have both firms mark up one scope document before either contract is signed. It is a one-hour exercise that regularly deletes a six-figure line item.
Where in-house wins
If you already run an internal SEO team, the honest build-versus-buy line falls in a predictable place. Measurement should be in-house: it is a fixed prompt set, a schedule, and a spreadsheet, and owning it is the whole basis of holding vendors to account. Technical remediation at template scale usually stays in-house too, because it is your release process either way. What agencies genuinely add at enterprise scale is content volume, third-party coverage, and the ability to run several business units at once — capacity, not knowledge. Scope the contract for the capacity and keep the scoreboard.