Recommendation rate on a 0–100 scale
See the evidence.
Understand the opportunity.
Explore the kind of insight an AI Visibility Audit delivers. Compare ChatGPT and Gemini, explore customer prompts and see the key findings.
Willow DentalFictional practice
Westbridge, UK · 20 example prompts · 2 platforms · One fictional response per prompt per platform
The score is the percentage of sampled responses that recommend the practice. It is not a platform ranking or an industry-standard score.
How the example practices compare
Recommendation frequencyOne response can recommend more than one practice. Percentages do not add up to 100%.
Behind every number, a customer question.
Prompt-by-prompt results · Select a row to view illustrative evidence| Customer prompt | Platform | Result | Evidence |
|---|---|---|---|
| ChatGPT | Recommended | ||
Illustrative evidence — not an actual AI response Illustrative response excerpt: “Willow Dental is an option to consider for this enquiry. Check the practice website for current services and availability.” Other practices: Oak Dental, Parkside Dental Source: No source captured in this example | |||
| ChatGPT | Recommended | ||
Illustrative evidence — not an actual AI response Illustrative response excerpt: “Willow Dental is an option to consider for this enquiry. Check the practice website for current services and availability.” Other practices: Oak Dental, Westbridge Smile Studio Source: No source captured in this example | |||
| ChatGPT | Not found | ||
Illustrative evidence — not an actual AI response Illustrative response summary: Other fictional practices were suggested. Willow Dental was not named in this response. Other practices: Oak Dental, Westbridge Smile Studio, Parkside Dental Source: No source captured in this example | |||
| ChatGPT | Recommended | ||
Illustrative evidence — not an actual AI response Illustrative response excerpt: “Willow Dental is an option to consider for this enquiry. Check the practice website for current services and availability.” Other practices: Oak Dental Source: No source captured in this example | |||
| ChatGPT | Recommended | ||
Illustrative evidence — not an actual AI response Illustrative response excerpt: “Willow Dental is an option to consider for this enquiry. Check the practice website for current services and availability.” Other practices: Oak Dental, Westbridge Smile Studio, Parkside Dental Source: No source captured in this example | |||
| ChatGPT | Not found | ||
Illustrative evidence — not an actual AI response Illustrative response summary: Other fictional practices were suggested. Willow Dental was not named in this response. Other practices: Oak Dental, Westbridge Smile Studio Source: No source captured in this example | |||
| ChatGPT | Recommended | ||
Illustrative evidence — not an actual AI response Illustrative response excerpt: “Willow Dental is an option to consider for this enquiry. Check the practice website for current services and availability.” Other practices: Oak Dental, Parkside Dental Source: No source captured in this example | |||
| ChatGPT | Not found | ||
Illustrative evidence — not an actual AI response Illustrative response summary: Other fictional practices were suggested. Willow Dental was not named in this response. Other practices: Oak Dental, Westbridge Smile Studio Source: No source captured in this example | |||
What this example reveals
Illustrative findings · Full 40-response dataset- 01
Visibility is uneven across customer needs.
The practice is recommended for general and family dentistry in some responses, but is absent from the implant examples.
- 02
Competitors appear more consistently.
Oak Dental appears in 27 of 40 example responses, compared with 16 for Willow Dental. This describes the fixture, not real market share.
- 03
Platforms tell different stories.
Recommendation frequency ranges from 35% to 45%. A single platform would give an incomplete view of this sample.
Find out where you stand.
Know what to do next.
Start with a conversation about your business and the questions your customers are asking.