Terms of Use
Effective date: July 18, 2026. Using this site or our reports means you accept these terms.
The 2026 Philadelphia Cosmetic Dentistry AI Visibility Benchmark is currently in development. Its public findings will focus on aggregate results, distributions, anonymized percentiles, methodology, and limitations. Individual practice results may be shared privately against an anonymized benchmark.
AI-search visibility is not a judgment of clinical quality, patient outcomes, reputation, professional competence, or quality of care.
Site content and publications are provided "as is," without warranties of any kind. They are general information, not marketing, legal, financial, or professional advice for any particular business, and we make no promise that any platform will recommend any business. To the fullest extent permitted by law, Firefly Clover Research is not liable for decisions made in reliance on our publications.
You may quote excerpts of our published reports with attribution to "Firefly Clover Research" and, online, a link to fireflyclover.com. You may not republish a full report, remove attribution, present our findings as your own, or use excerpts in a way that misstates what we measured. For commercial licensing or full republication, email us.
If you believe a published aggregate figure or methodology statement is inaccurate, email [email protected] with specifics. We review correction requests against our testing records and update publications when the record supports it. Corrections are noted, not silently made.
Site content, reports, and methodology documentation are © Firefly Clover Research. Platform names (ChatGPT, Gemini, Perplexity, Google) are trademarks of their owners; our research is independent and not affiliated with or endorsed by any AI platform.
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