← All Local Services AI Search SnapshotsAI Local Search Test - Same query, 3 different models

“Best shop to repair a leaking commercial espresso machine in Portland OR

🧪 Tested with 3 different AI models:ChatGPTClaudePerplexity
commercial_servicesPortland, ORSep 1, 2026Best-of queryCity + state
AI search snapshot image for Best shop to repair a leaking commercial espresso machine in Portland OR

🏢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.

1
Dr Coffee Coffee Services
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
3
Full Pull Espresso Service
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
4
Prometheus Espresso Services
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
5
Espresso Resource NW
ChatGPT
📍 Where AI said it found it:🌐 Their website🔧 Service page
📝

The query: “Best shop to repair a leaking commercial espresso machine in Portland OR” Tested with 3 different AI models. On September 1, 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 Dr Coffee Coffee Services, EspressTechs, Full Pull Espresso Service, Prometheus Espresso Services, and Espresso Resource NW. For Dr Coffee Coffee Services, it pointed to their website (a service page), matched on “Related service.” For EspressTechs, it pointed to their website (a service page), matched on “Exact service match.” For Full Pull Espresso Service, it pointed to their website (a service page), matched on “Exact service match.” For Prometheus Espresso Services, it pointed to their website (a service page), matched on “Related service.” For Espresso Resource NW, it pointed to their website (a service page), matched on “Related service.” Claude named Dr Coffee Coffee Services, EspressTechs, Full Pull Espresso Service, and Prometheus Espresso Services. For Dr Coffee Coffee Services, it pointed to their website (a homepage), matched on “Exact service match.” For EspressTechs, it pointed to their website (a fAQ), matched on “Exact service match.” For Full Pull Espresso Service, it pointed to their website (a homepage), matched on “Exact service match.” For Prometheus Espresso Services, it pointed to their website (a homepage), matched on “Exact service match.” Perplexity named Dr Coffee Coffee Services, EspressTechs, Full Pull Espresso Service, and Prometheus Espresso Services. For Dr Coffee Coffee Services, it pointed to their website (a homepage), matched on “Exact service match.” For EspressTechs, it pointed to their website (a service page), matched on “Exact service match.” For Full Pull Espresso Service, it pointed to their website (an a web page), matched on “Exact service match.” For Prometheus Espresso Services, it pointed to their website (a homepage), matched on “Exact service match.”