SAMPLE REPORT · FICTIONAL RESTAURANT
AI Visibility Audit: Casa Lumi, West Village
This is what the $295 audit looks like. The restaurant is fictional; the competitor names and sources reflect our October 2026 West Village measurements.
- Measured
- Claude with web search, New York location
- Questions
- 20 (5 intents × 4 neighborhood phrasings)
- Result
- Named in 1 of 20 answers; correct hours in AI answers: no
1. Recommendation
Who the AI named, question by question. Casa Lumi appeared once, in a brunch answer.
| Question | Casa Lumi | Named instead |
|---|---|---|
| Best restaurants in the West Village | no | Via Carota, Buvette, L'Artusi |
| Good date-night restaurant in the West Village | no | Via Carota, Buvette, Rafele |
| Where to go for brunch in the West Village | yes, #4 | Buvette, Morandi, Sullaluna |
| Cheap eats in the West Village | no | L'industrie, Mama's Too |
| Best Italian restaurant near Washington Square | no | L'Artusi, Via Carota |
5 of 20 questions shown.
2. Accuracy
When AI does mention you, is it right? Wrong hours send guests to a closed door.
| Fact | AI said | Actual | Status |
|---|---|---|---|
| Hours | Closes 10 pm daily | 11 pm Fri–Sat | wrong |
| Phone | Matches | — | right |
| Brunch | "Weekends only" | Fri–Sun | partial |
3. Sources the AI trusted
The sites the AI searched before answering. These are where your fixes pay off.
| Source | Answers using it | Casa Lumi listed? |
|---|---|---|
| theinfatuation.com | 9 of 20 | no |
| yelp.com | 8 of 20 | old hours |
| timeout.com | 5 of 20 | no |
| opentable.com | 4 of 20 | yes |
4. Fix list, in order
- Correct Friday and Saturday hours on Google, Yelp and Apple Maps.
- Publish the menu as text on your site, with Restaurant and Menu schema.
- Add a short FAQ: brunch days, reservations, outdoor seating, dietary options.
- Claim and complete the Yelp listing; answer the last 20 reviews.
- Pitch one dish story to a neighborhood guide the AI already cites.