Rivac LabsAEO Audit
This is the flagship diagnostic behind every serious AEO engagement — hundreds of real buyer-intent prompts run systematically across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews to produce a hard number on citation rate, share of voice against named competitors, and the sentiment of how the brand is described. It replaces guesswork and anecdote — someone asked ChatGPT once and didn't see the brand — with a statistically meaningful, repeatable measurement. It's for brands ready to treat AI visibility as seriously as they treat traditional search rankings, and who need a defensible baseline before investing further. The output becomes the scorecard every subsequent AEO workstream is measured against.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Build a prompt set of hundreds of real buyer-intent questions spanning the full funnel and run them systematically across every major AI engine.
- 2
Pilot the scoring methodology on one prompt cluster to validate citation-rate, share-of-voice, and sentiment scoring before running it at full scale.
- 3
Review the validated methodology and initial findings with you before the full audit run is finalized.
- 4
Deliver the full audit report and set up the recurring re-run cadence needed to track movement over time.
What You Get
Deliverables from this engagement
- A full AEO audit report scoring citation rate, share of voice, and sentiment
- The complete prompt set used, reusable for future tracking
- A competitor benchmark comparison
- A prioritized list of the highest-impact gaps to close
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about AEO AuditMost engagements like this start as a $500–$2,500 pilot — see full pricing.