AI Visibility Research Lab
Observations and examples of how AI recommends businesses across industries.
Recent observations
AI often prioritize directory platforms when signals describing a business are unclear.
Review density strongly influences which businesses appear in AI answers.
Businesses with consistent listings across platforms appear more frequently in recommendations.
Questions people ask AI
- Best HVAC company near me
- Top med spa in Los Angeles
- Best marketing agency for small businesses
- Who installs commercial HVAC systems
Industries we're studying
- Home services
- Health and wellness
- Professional services
- Life sciences and biotechnology
Explore the AI visibility framework
Learn how AI interprets business signals and why clarity and consistency determine which companies get recommended.
AI Visibility Framework