Research Papers
The AI Representation Gap
Our first report offers a look at how AI assistants describe real businesses, and where they get it wrong. Get the full report free.
Inside the report
LLMSource checked how AI assistants describe real businesses across ten countries, comparing 26,962 businesses against their own website and public records. The result is a clear picture of where AI gets your business right, where it goes wrong, and why.
47.3%
of businesses received at least one wrong or invented answer from AI assistants.
Base: 26,962 businesses, 856,544 graded answers.
