How should we measure a GEO engagement without promised citations?
Agree on a fixed question set and keep implementation evidence separate from AI-answer observations. Track which changes shipped, whether pages expose the intended facts, and whether recorded answers mention the brand or cite the exact page; report the sample and denominator with every rate.
Reviewed
All answersWhat to check
- Freeze prompts, languages, markets, engines and the observation window before comparing runs.
- Keep the page before and after, publication date, answer text and cited URLs.
- Report failures and missing observations, and separate branded from unbranded questions.
| Layer | Record | Interpretation |
|---|---|---|
| Delivery | Agreed edits shipped / edits agreed, with URLs | Whether the contracted work was completed |
| Readiness | Access, visible facts and source consistency checks | Whether the published page passes those checks |
| Brand mention | Answers naming the brand / all sampled answers | Presence in that question set and period |
| Page citation | Answers linking the exact page / all sampled answers | Observed citations, distinct from mentions |
How to use the evidence
Metric definitions differ: Profound’s AEI documentation defines visibility using responses that contain at least one brand as the denominator; Peec AI describes brand mentions divided by all AI responses. Retain each tool’s definition rather than treating the percentages as interchangeable. Repeated observations after an edit do not isolate its causal effect.
Where WEAVIST fits
WEAVIST ACE provides a dated diagnostic with evidence and prioritized site changes. Its readiness indicators do not establish search positions, AI citations or sales; use the buyer guide to agree checks and unresolved items in writing.
Follow-up questions
What if every agreed edit passes but citations do not change?
Report delivery and readiness as passed checks, and the observed citation result separately. Inspect the fixed questions and competing sources before deciding the next change.
Can a consultant promise citations?
No method can guarantee that AI will cite you. Agree on controllable deliverables and a transparent observation method, with missing data reported explicitly.
Public sources
- Profound · About Answer Engine Insights · Accessed
- Peec AI · Brand visibility and source usage · Accessed