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Revenue Recognition - Schedule of Disaggregation of Revenue (Details) - USD ($) $ in Thousands | 3 Months Ended | 9 Months Ended
--- | --- | ---
Sep. 30, 2025 | Sep. 30, 2024 | Sep. 30, 2025 | Sep. 30, 2024
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | $ 384,238 | $ 327,252 | $ 1,017,859 | $ 902,917
AAON Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 259,450 | 263,520 | 651,468 | 753,875
BASX Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 124,788 | 63,732 | 366,391 | 149,042
AAON Oklahoma |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 238,748 | 228,887 | 585,706 | 664,754
AAON Oklahoma | AAON Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 235,750 | 228,887 | 582,708 | 664,754
AAON Oklahoma | BASX Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 2,998 | 0 | 2,998 | 0
AAON Coil Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 70,246 | 35,232 | 222,734 | 90,852
AAON Coil Products | AAON Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 23,700 | 34,633 | 68,760 | 89,121
AAON Coil Products | BASX Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 46,546 | 599 | 153,974 | 1,731
BASX |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 75,244 | 63,133 | 209,419 | 147,311
BASX | AAON Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | 0 | 0 | 0 | 0
BASX | BASX Products |  |  |  |
Disaggregation of Revenue [Line Items] |  |  |  |
Net sales | $ 75,244 | $ 63,133 | $ 209,419 | $ 147,311

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