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Segment Information - Results of Operations and Selected Financial Information (Detail) - USD ($)
$ in Thousands
 3 Months Ended
Mar. 31, 2025
Mar. 31, 2024
Dec. 31, 2024
Segment Reporting Information [Line Items]      
Interest income $ 182,476 $ 171,643  
Interest expense 66,527 65,539  
Total provision for/(benefit from) credit losses 1,586 4,015  
Noninterest income 48,894 44,900  
Depreciation and amortization 5,694 5,442  
Other noninterest expense 86,485 77,337  
Income before taxes 71,078 64,210  
Loans held for investment 8,094,527 7,781,860 $ 8,025,110
Total assets 14,038,055 12,602,425 13,554,314
Deposits 12,126,750 10,909,621 $ 11,718,546
Capital expenditures 11,310 10,251  
Operating Segments [Member] | BancFirst Metropolitan Banks [Member]      
Segment Reporting Information [Line Items]      
Interest income 49,386 50,976  
Interest expense 20,529 22,783  
Total provision for/(benefit from) credit losses (51) (244)  
Noninterest income 6,227 5,169  
Depreciation and amortization 480 547  
Other noninterest expense 11,562 10,728  
Income before taxes 23,093 22,331  
Loans held for investment 2,423,864 2,413,397  
Total assets 3,559,494 3,283,434  
Deposits 2,973,626 2,538,277  
Capital expenditures 940 680  
Operating Segments [Member] | BancFirst Community Banks [Member]      
Segment Reporting Information [Line Items]      
Interest income 105,612 98,878  
Interest expense 39,465 38,867  
Total provision for/(benefit from) credit losses 1,187 1,323  
Noninterest income 17,746 15,918  
Depreciation and amortization 2,653 2,464  
Other noninterest expense 34,726 33,350  
Income before taxes 45,327 38,792  
Loans held for investment 4,129,905 3,951,360  
Total assets 8,049,771 7,452,457  
Deposits 7,414,687 6,842,481  
Capital expenditures 2,451 2,722  
Operating Segments [Member] | Pegasus [Member]      
Segment Reporting Information [Line Items]      
Interest income 19,709 18,864  
Interest expense 7,185 7,997  
Total provision for/(benefit from) credit losses 105 2,730  
Noninterest income 559 320  
Depreciation and amortization 148 181  
Other noninterest expense 5,642 5,131  
Income before taxes 7,188 3,145  
Loans held for investment 888,551 812,261  
Total assets 1,518,402 1,322,543  
Deposits 1,296,438 1,122,732  
Capital expenditures 194 26  
Operating Segments [Member] | Worthington [Member]      
Segment Reporting Information [Line Items]      
Interest income 8,593 7,510  
Interest expense 3,197 3,121  
Total provision for/(benefit from) credit losses 132 122  
Noninterest income 229 221  
Depreciation and amortization 168 161  
Other noninterest expense 3,762 3,658  
Income before taxes 1,563 669  
Loans held for investment 462,816 427,922  
Total assets 668,920 618,111  
Deposits 581,139 512,205  
Capital expenditures 36 4,526  
Operating Segments [Member] | Other Financial Services [Member]      
Segment Reporting Information [Line Items]      
Interest income 2,376 2,304  
Interest expense 979 1,285  
Total provision for/(benefit from) credit losses 18 43  
Noninterest income 16,662 15,163  
Depreciation and amortization 143 120  
Other noninterest expense 14,617 9,684  
Income before taxes 3,281 6,335  
Loans held for investment 96,689 102,115  
Total assets 102,351 111,953  
Capital expenditures 272 35  
Operating Segments [Member] | Executive, Operations & Support [Member]      
Segment Reporting Information [Line Items]      
Interest income (2,041) (5,557)  
Interest expense (3,641) (7,182)  
Total provision for/(benefit from) credit losses 195 41  
Noninterest income 62,203 58,428  
Depreciation and amortization 2,102 1,969  
Other noninterest expense 16,317 14,972  
Income before taxes 45,189 43,071  
Loans held for investment 92,702 97,805  
Total assets 1,869,371 1,404,833  
Capital expenditures 7,417 2,262  
Eliminations [Member]      
Segment Reporting Information [Line Items]      
Interest income (1,159) (1,332)  
Interest expense (1,187) (1,332)  
Noninterest income (54,732) (50,319)  
Other noninterest expense (141) (186)  
Income before taxes (54,563) (50,133)  
Loans held for investment   (23,000)  
Total assets (1,730,254) (1,590,906)  
Deposits $ (139,140) $ (106,074)