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THE PUBLIC RECORD · TOLEDO, OH
Great Lakes Home Remodeling · Toledo, OH
What AI engines actually say about Great Lakes Home Remodeling, saved word for word, with dates.
Named in 2 of 12 measured answersBuilt from public sources and AI answers. Measured August 24, 2026.
The latest measurement
August 24, 2026| ChatGPT | not named |
|---|---|
| Google AIone row covering 2 surfaces, AI Overviews and AI Mode | not named |
| Geminilive, no receipt kept | no answer |
| Perplexity | named |
Where AI named this business
Every appearance below comes from a saved, dated answer. Nothing here is summarized or reworded.
Named in 2 answers since August 24, 2026.
Week of August 24, 2026
Based on the results you provided, the strongest candidates are **Roofing419** and **Salinas Roofing, Siding, & Exteriors**, with **Great Lakes Home Remodeling** also ranking highly in some lists.
Toledosealed d052de6c-d7d
The record, week by week
Named in 2 of 12 measured answers since August 24, 2026.
First recorded August 24, 2026 · 1 measured weeks
This record is 1 measured week(s) old. History accumulates weekly. Nothing here is padded to look busy.
This history is captured live. It cannot be backfilled, by us or anyone.
How this page is made: we ask 3 real customer questions across 5 AI engines: ChatGPT, Gemini, Perplexity, Claude, and Google AI. Google AI is measured on 2 surfaces, AI Overviews and AI Mode, so 5 engines make 6 measured surfaces. A business is NAMED only when its name appears in the machine's actual answer text. Hinted at or linked does not count. Answers are saved word for word, dated, and content-hashed. No business name is ever inside a question, so no result can be nudged. Paying us never changes what the receipts say. This page is a set of dated observations: AI answers vary between runs.
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Also on the Toledo roofer board
The same measurement, the same week. Every business the engines named in this city has a page like this one.