🏢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 31, 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 and Fulmer Construction. For Lotze Insulation, it pointed to their website (a service page), matched on “Exact specialty match.” For Fulmer Construction, it pointed to their website (a service page), matched on “Related service.” Claude named Five Star Improvements and Halco. For Five Star Improvements, it pointed to their website (a service page), matched on “Exact service match.” For Halco, it pointed to a local best-of article (a directory article), matched on “Exact service match.” Perplexity named Five Star Improvements, Lotze Insulation, and Isaac Heating & Air Conditioning. For Five Star Improvements, it pointed to their website (a service page), matched on “Exact service match.” For Lotze Insulation, it pointed to their website (a service page), matched on “Exact service match.” For Isaac Heating & Air Conditioning, it pointed to their website (a service page), matched on “Exact service match.”
