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

“Best custom neon and channel letter signs in Ybor City, Tampa FL”

🧪 Tested with 3 different AI models:ChatGPTClaudePerplexity
commercial_servicesTampa, FLAug 31, 2026Best-of queryNeighborhood
AI search snapshot image for Best custom neon and channel letter signs in Ybor City, Tampa FL

🏢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
Accent Neon & Sign Co
accentneon.com ↗
ChatGPTPerplexity
📍 Where AI said it found it:🌐 Their website🏠 Homepage
2
ChatGPTClaude
📍 Where AI said it found it:🌐 Their website🔧 Service page
3
Image360
ClaudePerplexity
📍 Where AI said it found it:🌐 Their website🔧 Service page
4
Quality Signs Tampa
qualitysignstampa.com ↗
ChatGPTClaude
📍 Where AI said it found it:🌐 Their website🏠 Homepage
5
Bryan Fabrication Works
bryanfabricationworks.com ↗
ChatGPT
📍 Where AI said it found it:🌐 Their website🔧 Service page
📝

The query: “Best custom neon and channel letter signs in Ybor City, Tampa FL” 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 Accent Neon & Sign Co, Amazing Signs, Quality Signs Tampa, and Bryan Fabrication Works. For Accent Neon & Sign Co, it pointed to their website (a homepage), matched on “Related service.” For Amazing Signs, it pointed to their website (a service page), matched on “Related service.” For Quality Signs Tampa, it pointed to their website (a homepage), matched on “Related service.” For Bryan Fabrication Works, it pointed to their website (a service page), matched on “Exact service match.” Claude named Amazing Signs, Image360, and Quality Signs Tampa. For Amazing Signs, it pointed to their website (a service page), matched on “Exact service match.” For Image360, it pointed to their website (a service page), matched on “Exact service match.” For Quality Signs Tampa, it pointed to their website (a service page), matched on “Exact service match.” Perplexity named Accent Neon & Sign Co and Image360. For Accent Neon & Sign Co, it pointed to their website (a menu), matched on “Exact service match.” For Image360, it pointed to their website (an a web page), matched on “In the requested service area.”

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Disclaimer

Omni Online Strategies publishes AI Search Snapshots as an independent, ongoing record of how publicly available AI models respond to local search questions. This disclaimer applies to the entire site and to every snapshot, regardless of the search performed or the day it was run.

Not a ranking, rating, endorsement, or recommendation. A snapshot records what an AI model generated in response to a question at a given time — nothing more. It is not our opinion of any business, and it is not an award, certification, or measure of quality.

Generated by third‑party AI, which can be wrong. The answers come from independent AI systems, including ChatGPT (OpenAI), Claude (Anthropic), and Perplexity. Their output is automatically generated and probabilistic, and it can be inaccurate, incomplete, outdated, or inconsistent, and it changes over time. We report what a model said; we do not vouch for it.

Being named — or not named — says nothing about a business. Inclusion is not praise and omission is not criticism. Many excellent businesses are never mentioned by a model, and a mention is not evidence that a business is better, licensed, available, or suitable for your needs.

Limited verification. We take reasonable steps to confirm that a named business appears to exist. We do not verify licensing, credentials, insurance, reviews, or any claim a model makes about a business, and we are not affiliated with, and do not endorse, any business shown.

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