This fictional example demonstrates the report structure. Names, observations, scores, and movements shown below are sample data, not customer results.
Weekly AI visibility dossier
Emergency plumbing · Austin, TX · Sample data
Combined visibility
67%
+8 pts
GEO mention rate
75%
3 of 4
AEO ownership
50%
1 of 2
Own citations
2
+1 new
What improved
Your service page gained its first Google AI Overview citation.
Largest gap
Gemini still prefers directory-backed competitors for direct recommendations.
Next priority
Improve emergency-service proof and the sources that validate it.
01
A dated record of what each answer surface returned for the tracked buyer questions.
| Engine | Buyer prompt | Result | Position | Cited source |
|---|---|---|---|---|
| ChatGPT | best emergency plumber in Austin | Mentioned | #2 | yelp.com |
| Gemini | best emergency plumber in Austin | Not found | N/A | angi.com |
| ChatGPT | who fixes burst pipes in Austin | Mentioned | #3 | radiantplumbing.com |
| Gemini | top rated 24 hour plumber Austin | Mentioned | #4 | bbb.org |
| AI Overview | Austin emergency plumbing cost | Cited | Source #3 | radiantplumbing.com |
| Featured snippet | what to do when a pipe bursts | Not found | N/A | thisoldhouse.com |
02
The domains answer engines used to support recommendations in this window.
radiantplumbing.com
Your domain
yelp.com
Third party
angi.com
Third party
bbb.org
Third party
03
Configured competitors repeatedly named in the same observed answers.
Observed gap
Turbo Plumbing leads on direct recommendations. Radiant closes the gap when its own page is selected as a supporting source.
04
Deterministic recommendations tied to the evidence above. No extra LLM generation is required.
Evidence
Your domain earns citations for cost questions but loses two direct recommendation prompts.
Add response-time proof, service-area facts, review excerpts, pricing context, and concise answers to the burst-pipe questions already appearing in AI results.
Evidence
Yelp and Angi support five observed answers, while your own domain supports only two.
Complete category and service details on the sources already trusted, keep business facts consistent, and pursue fresh emergency-plumbing reviews.
Evidence
Turbo Plumbing appears ahead of the brand in three recommendation lists.
Publish a factual comparison around availability, guarantees, service coverage, and proof. Avoid unsupported superiority claims.
Combined score plus separate GEO and AEO movement.
Prompt, engine, timestamp, mention status, and citations.
Three prioritized fixes grounded in observed gaps.