New York City · Medical

Cosmetic Dentistry

How to read the rankings

How to read the rankings

Columns

Rank
Position in the ranking within the latest snapshot.
Mentions
Latest-snapshot AI responses that named this business.
Mention share
Business mentions ÷ all business mentions in the latest snapshot.
Response mention rate (±margin)
Mentions ÷ latest-snapshot AI responses. The ± is the 95% confidence margin.
Per-AI columns
Responses from each assistant that named the business; together they sum to Mentions.

Full methodology →

Who AI recommends when New York City buyers ask ChatGPT, Claude, Gemini, and Perplexity for cosmetic dentistry.

Updated Aug 24, 2026 Methodology v1.0 1,692 all-time responses retained 1,128 eligible responses used for this ranking Snapshot NYC-COS-2026-08-v1.0
Exact model variants and retained response counts

openai/gpt-4o: 194 · perplexity/sonar: 194 · google/gemini-2.5-flash: 194 · anthropic/claude-sonnet-4.6: 194

Cosmetic Dentistry corpus

AI responses analyzed

1,692

of 23,454 across Atlas · 7.2%

Business mentions extracted

8,761

of 75,886 across Atlas · 12%

Businesses observed

1,804

of 12,266 across Atlas · 15%

Buyer prompts tested

141

of 1,616 across Atlas · 8.7%

Snapshots retained

15

of 174 across Atlas · 8.6%

Businesses ranked now

1,038

in the latest snapshot

The five totals count every retained Cosmetic Dentistry scan response and extraction since inception; snapshot rebuilds do not duplicate them. The ranking and its mention rates use 1,128 eligible responses from the latest snapshot (Aug 24, 2026).

Rank Business Mentions Mention share Response mention rate Clauden=194 ChatGPTn=194 Geminin=194 Perplexityn=194
#1
401 7.5% 35.6% ±2.8 117 136 145 3
#2
368 6.9% 32.6% ±2.7 93 129 136 10
#3
238 4.5% 21.1% ±2.4 108 15 79 36
#4
228 4.3% 20.2% ±2.3 98 15 111 4
#5
176 3.3% 15.6% ±2.1 34 11 125 6
#6
175 3.3% 15.5% ±2.1 0 100 75 0
#7
69 1.3% 6.1% ±1.4 18 16 28 7
#8
68 1.3% 6.0% ±1.4 64 1 0 3
#9
61 1.1% 5.4% ±1.3 4 39 16 2
#10
60 1.1% 5.3% ±1.3 0 1 59 0
#11
57 1.1% 5.1% ±1.3 53 0 0 4
#12
56 1.1% 5.0% ±1.3 22 13 16 5
#13
55 1.0% 4.9% ±1.3 28 1 8 18
#14
54 1.0% 4.8% ±1.3 0 16 8 30
#15
53 1.0% 4.7% ±1.2 20 7 24 2
#16
50 0.9% 4.4% ±1.2 0 23 10 17
#17
49 0.9% 4.3% ±1.2 0 0 49 0
#18
46 0.9% 4.1% ±1.2 13 9 7 17
#19
42 0.8% 3.7% ±1.1 4 3 3 32
#20
41 0.8% 3.6% ±1.1 26 3 2 10
#21
37 0.7% 3.3% ±1.1 17 14 4 2
#22
35 0.7% 3.1% ±1.0 10 3 15 7
#23
35 0.7% 3.1% ±1.0 0 0 35 0
#24
34 0.6% 3.0% ±1.0 15 3 16 0
#25
31 0.6% 2.8% ±1.0 1 5 4 21

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6,350

Firms ranked now

1,669

Practitioners ever named

10

Public verticals

23,454

All-time AI responses