🏢Businesses AI named in this search
The businesses each model returned for this exact query, the models that named each one, and the public source the model pointed to. We confirm each business appears to exist — nothing more.
The query: “How do I find attic insulation contractors in Rochester NY” Tested with 3 different AI models. On August 30, 2026, we ran it on OpenAI (gpt-5.4-nano-2026-03-17), Anthropic Claude (claude-haiku-4-5-20251001), and Perplexity (sonar). Each model could use web search. OpenAI named Lotze Insulation Design. For Lotze Insulation Design, it pointed to the business's Better Business Bureau listing (an a web page), matched on “Related service.” Claude named Five Star Improvements, MIG Building Systems, Rochester Insulation Pros, and Airtight Services Inc. For Five Star Improvements, it pointed to their website (a service page), matched on “Exact service match.” For MIG Building Systems, it pointed to their website (a service page), matched on “Exact service match.” For Rochester Insulation Pros, it pointed to their website (a service page), matched on “Exact service match.” For Airtight Services Inc, it pointed to a review on a reviews site (a customer review), matched on “Exact service match.” Perplexity named Five Star Improvements, Lotze Insulation Design, MIG Building Systems, and Rochester Insulation Pros. For Five Star Improvements, it pointed to their website (a service page), matched on “Exact service match.” For Lotze Insulation Design, it pointed to their website (a service page), matched on “Exact service match.” For MIG Building Systems, it pointed to their website (a service page), matched on “Exact service match.” For Rochester Insulation Pros, it pointed to their website (a service page), matched on “Exact service match.”
