Free 30-second AI visibility scanSee if AI recommends you before your competitors do.Run it →

Learn · How AI works

How LLMs pick which businesses to recommend

An important thing to understand: LLMs do not pick the best business. They pick the one they can read, verify, and cite. Quality matters, but findability and trust signals often matter more.

What they actually weigh

Structured profile data they can cross-reference
Review recency and volume as a trust signal
Schema-marked content they can parse and quote
Consistent citations, so your facts agree everywhere they look

When those signals are strong and consistent, the model is confident naming you. When they are missing or contradictory, it hedges and names a competitor it trusts more, even if you do better work.

Why the same query gives different answers

LLM answers vary run to run, which is why a single check is unreliable. We run each query three times across four engines, 240 checks a month, so your score is a trend and not a coin flip. See the full method.

Want to see how the engines currently read your business? Run a free scan.

See if AI recommends you.

Run the free 30-second scan across all four engines.

Run my free scan