🏢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: “Emergency frozen pipe thaw and repair in Duluth MN” 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 Dryco Restoration Services, Harbor Mechanical, and Carlson Duluth Company. For Dryco Restoration Services, it pointed to their website (a homepage), matched on “Exact use-case match.” For Harbor Mechanical, it pointed to their website (a service page), matched on “Exact service match.” For Carlson Duluth Company, it pointed to their website (a homepage), matched on “Related service.” Claude named All Service Professionals and North Shore Restore. For All Service Professionals, it pointed to their website (a local service page), matched on “Exact city match.” For North Shore Restore, it pointed to their website (a service page), matched on “Exact city match.” Perplexity named All Service Professionals, Dryco Restoration Services, and Harbor Mechanical. For All Service Professionals, it pointed to their website (a service page), matched on “Exact service match.” For Dryco Restoration Services, it pointed to their website (a blog post), matched on “Exact service match.” For Harbor Mechanical, it pointed to their website (a service page), matched on “Exact service match.”
