GEO business intelligence for metro markets · refreshed weekly

Viclaro Atlas

Atlas tracks which businesses AI assistants recommend, by market, prompt, and assistant.

Browse rankings Methodology

All-time coverage

Atlas corpus

Since Jun 2026 · updated 27 minutes ago

23,454

AI responses analyzed

80,358

Entity-response mentions

75,886 firm · 4,472 practitioner

12,266

Firms named by AI

out of 13,526 in the index

1,669

Practitioners named

10

Local markets mapped

2 metros · 3 industries

174

Publishable snapshots retained

9 weeks of history

1,616

Unique buyer prompts

4

AI assistants tracked

ChatGPT · Claude · Gemini · Perplexity

Counts include retained responses, extracted citations, firms, and practitioners. See the methodology for attribution rules.

Mapped local markets

10 markets under observation

Medical

3 markets

Finance

2 markets

Every rank has coordinates

A placement is not a mood score. It ties back to prompts, providers, citations, and the sampled answers that put a firm on the map.

Separate assistant layers

ChatGPT, Claude, Gemini, and Perplexity do not draw the same market. Atlas keeps those layers separate so coverage gaps are visible instead of averaged away.

Prompts from the field

The survey points are buyer situations, not keyword strings — the messy questions people actually type before they choose.

How the map is drawn

On each measurement run, Atlas sends a versioned set of buyer scenarios to ChatGPT, Claude, Gemini, and Perplexity. We record the firms each assistant names, normalize repeated mentions, measure how consistently a firm appears across retained observations, and publish the resulting market map with methodology versions and confidence intervals.

Full methodology