Who Shows Up in AI?
🏢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: “Plumbers who repair burst frozen pipes in Bozeman, MT” Tested with 3 different AI models. On August 21, 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 Roto-Rooter, Lucas Plumbing Services, and BlueBird Plumbing. For Roto-Rooter, it pointed to their website (a local service page), matched on “Related service.” For Lucas Plumbing Services, it pointed to their website (a service page), matched on “Exact service match.” For BlueBird Plumbing, it pointed to their website (a service page), matched on “Exact service match.” Claude named Roto-Rooter, Lucas Plumbing Services, Mr. Rooter Plumbing of Bozeman, and Benjamin Franklin Plumbing. For Roto-Rooter, it pointed to the business's Yelp listing (a business listing), matched on “Exact service match.” For Lucas Plumbing Services, it pointed to a reviews site (a business listing), matched on “Exact service match.” For Mr. Rooter Plumbing of Bozeman, it pointed to the business's Yelp listing (a business listing), matched on “Exact service match.” For Benjamin Franklin Plumbing, it pointed to a reviews site (a business listing), matched on “Exact service match.” Perplexity named Roto-Rooter and Mr. Rooter Plumbing of Bozeman. For Roto-Rooter, it pointed to their website (a service page), matched on “Exact problem match.” For Mr. Rooter Plumbing of Bozeman, it pointed to their website (a service page), matched on “Exact problem match.”
