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

“Retaining wall repair after soil washout in Chattanooga TN

🧪 Tested with 3 different AI models:ChatGPTClaudePerplexity
landscapingChattanooga, TNAug 31, 2026Specialized queryCity + state
AI search snapshot image for Retaining wall repair after soil washout in Chattanooga TN

🏢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
Chattanooga Retaining Wall
ChatGPTClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
2
Chattanooga Concrete Co
ClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
3
Higher Ground of Chattanooga
ChatGPTClaude
📍 Where AI said it found it:🌐 Their website🔧 Service page
4
A. Day Construction
Claude
📍 Where AI said it found it:📒 The business's Yelp listing📒 Business listing
5
Brock Custom Stone Masonry LLC
ChatGPT
📍 Where AI said it found it:🌐 Their website🏠 Homepage
📝

The query: “Retaining wall repair after soil washout in Chattanooga TN” 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 Chattanooga Retaining Wall, Higher Ground of Chattanooga, and Brock Custom Stone Masonry LLC. For Chattanooga Retaining Wall, it pointed to their website (a service page), matched on “Exact service match.” For Higher Ground of Chattanooga, it pointed to their website (a service page), matched on “Exact service match.” For Brock Custom Stone Masonry LLC, it pointed to their website (a homepage), matched on “Related service.” Claude named Chattanooga Retaining Wall, Chattanooga Concrete Co, Higher Ground of Chattanooga, and A. Day Construction. For Chattanooga Retaining Wall, it pointed to their website (a service page), matched on “Exact service match.” For Chattanooga Concrete Co, it pointed to their website (a service page), matched on “Exact service match.” For Higher Ground of Chattanooga, it pointed to their website (a service page), matched on “Exact service match.” For A. Day Construction, it pointed to the business's Yelp listing (a business listing), matched on “Exact service match.” Perplexity named Chattanooga Retaining Wall and Chattanooga Concrete Co. For Chattanooga Retaining Wall, it pointed to their website (a service page), matched on “Exact service match.” For Chattanooga Concrete Co, it pointed to the business's Better Business Bureau listing (a business listing), matched on “Exact city match.”