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

“Septic tank pumping for a lake house in Traverse City MI

🧪 Tested with 3 different AI models:ChatGPTClaudePerplexity
home_servicesTraverse City, MIAug 31, 2026Plain local queryCity + state
AI search snapshot image for Septic tank pumping for a lake house in Traverse City MI

🏢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
Belanger Septic Service
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🏠 Homepage
2
Williams & Bay Environmental Services
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🏠 Homepage
ClaudePerplexity
📍 Where AI said it found it:📒 The business's Yelp listing📒 Business listing
4
D.J. Niesen & Sons
Claude
📍 Where AI said it found it:📝 A local best-of article📒 Directory article
5
JLG Septic Services
ChatGPT
📍 Where AI said it found it:🌐 Their website🔧 Local service page
📝

The query: “Septic tank pumping for a lake house in Traverse City MI” 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 Belanger Septic Service, Williams & Bay Environmental Services, and JLG Septic Services. For Belanger Septic Service, it pointed to their website (a homepage), matched on “Exact service match.” For Williams & Bay Environmental Services, it pointed to their website (a homepage), matched on “Exact service match.” For JLG Septic Services, it pointed to their website (a local service page), matched on “In the requested service area.” Claude named Belanger Septic Service, Williams & Bay Environmental Services, Clark Pumping Service, and D.J. Niesen & Sons. For Belanger Septic Service, it pointed to their website (a service page), matched on “Exact service match.” For Williams & Bay Environmental Services, it pointed to their website (a homepage), matched on “Exact service match.” For Clark Pumping Service, it pointed to the business's Yelp listing (a business listing), matched on “Exact service match.” For D.J. Niesen & Sons, it pointed to a local best-of article (a directory article), matched on “Exact service match.” Perplexity named Belanger Septic Service, Williams & Bay Environmental Services, and Clark Pumping Service. For Belanger Septic Service, it pointed to their website (a service page), matched on “Exact service match.” For Williams & Bay Environmental Services, it pointed to their website (a service page), matched on “Exact service match.” For Clark Pumping Service, it pointed to their website (a service page), matched on “Exact service match.”