Which roofing contractors does AI recommend in New York City?

What each AI assistant actually answered, stored verbatim and dated.

Engines tracked1
Stored answers20
First run27 Jul 2026
Last run8 Sept 2026

The question we asked, verbatim

“What are the best roofing contractors in New York City? Please recommend specific businesses, ranked, and cite sources if you can.”

The same text is sent to every engine, at temperature 0 where the engine supports it. Full methodology.

Latest answer from each engine

ChatGPT gpt-4o-mini-2024-07-18 Run 8 Sept 2026

Named, in the order given

1T. M. Roofing & ConstructionCitedT. M. Roofing has a strong reputation in NYC.
2New York RoofingCitedThis company has been in business for over 30 years and is known for its expertise in both flat and sloped roofing systems.
3A1 RoofingCitedA1 Roofing is recognized for its competitive pricing and high-quality materials.
4Royal RenovatorsCitedThis company specializes in roofing, siding, and windows.
5Skyline RoofingCitedSkyline Roofing has a good reputation for both residential and commercial roofing projects.

How the answer has changed

Every run is kept rather than overwritten, so this is the record of what each engine said on each date — not a reconstruction. A run that was not captured on the day cannot be recovered afterwards.

ChatGPT · gpt-4o-mini-2024-07-18 · last 6 runs, oldest first — position in the answer; a dash means not named
Business	23 Aug 2026	26 Aug 2026	29 Aug 2026	1 Sept 2026	5 Sept 2026	8 Sept 2026
T. M. Roofing & Construction	1	1	1	1	1	1
New York Roofing	2	2	2	2	2	2
A1 Roofing	3	3	3	3	3	3
Royal Renovators	5	5	5	5	5	4
Skyline Roofing	—	—	—	—	—	5
Empire State Roofing	4	4	4	4	4	—
Brooklyn Roofing	—	—	—	—	6	—
All City Roofing	—	—	—	—	7	—

Named most often

Across all 20 stored answers for this question
Business	Answers naming them	Best position	Engines
T. M. Roofing & Construction	20 of 20	1	1
New York Roofing	20 of 20	2	1
A1 Roofing	20 of 20	3	1
Royal Renovators	20 of 20	4	1
Empire State Roofing	17 of 20	4	1
Skyline Roofing	4 of 20	5	1
Brooklyn Roofing	4 of 20	6	1
All City Roofing	2 of 20	7	1
All Weather Tite Roofing	1 of 20	7	1

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