AI mentions are up.
Now defend the budget.
Your leadership needs more than a visibility score. Connect a clear hypothesis, shipped work, and observable channel signals.

How we solve this
Bring AI into a real channel review.
Built for the moments that matter
Start with a
real business question.
“Which AI opportunity fits this sprint?”
Scope a question set and a concrete piece of work.
What you take away
Something your team
can work with.
A measurable hypothesis
Action & content records
Channel review evidence
A clearer investment conversation, grounded in evidence.
A few useful answers
Before you start.
Is a visibility lift proof of revenue impact?
No. Mentions and citations describe AI answers. Referral traffic and conversions describe behavior. Review them separately and establish causality through a suitable experiment.
Can we use existing analytics?
Google Analytics can provide AI-source visits when those sources are recorded. Shopify adds available order-source records for connected stores.
Can Citable replace our attribution stack?
Treat it as additional AI-channel evidence. It does not replace every attribution method, CRM workflow, or experiment your team uses.