AI Answer Index

Which mechanics does AI recommend in New York City?

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

The question we asked, verbatim

“What are the best mechanics 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

Named, in the order given

  1. 1Muffler ManNo sourceKnown for exhaust and muffler services, but they also offer a wide range of auto repair services.
  2. 2Benson Auto BodyNo sourceCollision repair and bodywork, but they also handle mechanical repairs.
  3. 3The Car DoctorNo sourceGeneral auto repair, diagnostics, and maintenance.
  4. 4A & A Auto RepairNo sourceGeneral auto repair and maintenance, including brakes and oil changes.
  5. 5Brooklyn Auto RepairNo sourceComprehensive auto repair services, including diagnostics and maintenance.
  6. 6Manhattan Auto RepairNo sourceGeneral repairs, diagnostics, and maintenance.
  7. 7J & J Auto RepairNo sourceGeneral auto repair and maintenance.
  8. 8Sullivan's Auto BodyNo sourceCollision repair and mechanical services.

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
Business2 Sept
2026		6 Sept
2026		10 Sept
2026		14 Sept
2026		18 Sept
2026		22 Sept
2026
Muffler Man111111
Benson Auto Body2———22
The Car Doctor333333
A & A Auto Repair755654
Brooklyn Auto Repair44——45
Manhattan Auto Repair666766
J & J Auto Repair587—77
Sullivan's Auto Body—78——8
Bayside Auto Repair—2—2——
B & R Auto Repair——2———
Brooklyn Auto Solutions——44——
Sullivan Tire & Auto Service———5——

Named most often

Across all 14 stored answers for this question
BusinessAnswers naming themBest positionEngines
Muffler Man14 of 1411
A & A Auto Repair14 of 1441
The Car Doctor13 of 1431
Manhattan Auto Repair12 of 1441
J & J Auto Repair11 of 1451
Brooklyn Auto Repair10 of 1441
Benson Auto Body7 of 1421
Sullivan Tire & Auto Service6 of 1451
Sullivan's Auto Body5 of 1461
Bayside Auto Repair4 of 1421
Brooklyn Auto Solutions4 of 1431
Benson Automotive2 of 1421
NYC Auto Repair2 of 1471
B & R Auto Repair1 of 1421
Park Avenue Auto1 of 1481

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