GEO business intelligence for metro markets · refreshed weekly
Viclaro Atlas
Atlas tracks which businesses AI assistants recommend, by market, prompt, and assistant.
Mapped local markets
0 markets under observation
No mapped markets published yet. The first Atlas index will be live shortly.
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.