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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