Independent AI recommendation rankings

See which businesses
AI recommends.

Viclaro Atlas tracks which businesses ChatGPT, Claude, Gemini, and Perplexity recommend across a broad set of buyer questions.

Atlas at a glance

What we have measured.

Since Jun 2026 · updated 1 month ago

64,422

AI responses analyzed, all time

230,114

Entity mentions recorded, all time

218,877 business mentions · 11,237 professional mentions

24,531

Unique businesses named, all time

out of 25,002 indexed businesses

10,279

Unique businesses in latest rankings

newest published edition per market category

217

Unique sources cited, all time

directories, associations, and reference sites

3,560

Unique practitioners named, all time

12

Market categories tracked

New York City + United States · 3 industries

143

Published ranking editions

12 weeks of history

1,616

Unique buyer questions tested

4

AI assistant families tracked

ChatGPT · Claude · Gemini · Perplexity

“All time” covers the full Atlas research history. “Latest rankings” uses the newest published edition in each market category. A mention is one named entity in one AI response; unique counts resolve aliases to one business, practitioner, or source. See how the rankings work.

Current AI rankings

Browse by market.

12 markets

Medical

3 markets

Finance

3 markets

United States

Advisor Discovery

676 unique businesses ranked across all editions 2,240 responses analyzed v1.0

Latest ranking: 394 businesses · updated 1 month ago

Traceable rankings

See the buyer questions, citations, and AI responses behind each position.

Results by AI assistant

Compare recommendations from ChatGPT, Claude, Gemini, and Perplexity.

Buyer-style questions

Rankings use detailed buying situations, not isolated search keywords.

How the rankings work

Atlas asks ChatGPT, Claude, Gemini, and Perplexity the same versioned set of buyer questions. We record the businesses they name, combine duplicate mentions, and calculate how often each business appears. Every update includes its methodology version and confidence range.

Read the full methodology