Circa 1913, in Shenandoah, Pennsylvania, Thomas Dorsey, Sr. — a coal miner who moonlights as a music teacher — pressures his sons to learn saxophone and trombone so they won’t have to toil in the mines. His wife, Mrs. Dorsey (Sara Allgood), often worries that his strict discipline is too harsh on the kids, while their childhood friend Jane Howard hangs around to watch them practice and dream of bigger stages.
When Thomas Sr. loses his coal job, he pitches his makeshift “band” to the owner of Gorman’s Hall, a public dance hall. The owner hesitates, aware that the boys are only about ten and twelve, but Thomas convinces him to give them a chance—with a simple caveat: if the performance isn’t to the owner’s liking, there’s no payment.
At their first engagement, the group runs through the Turkey Trot and the crowd dances with polite applause. But when Tommy on trombone and Jimmy on sax glide into a swing beat during a waltz, the mood shifts— patrons become visibly more enthusiastic, and Gorman decides to hire them, sensing the spark of something new.
In the early 1920s, the brothers, now with Jane Howard as their singer, tour with their own outfit, the Wild Canaries, scraping by on inconsistent one-night gigs. When their piano player leaves, they enlist the theater pianist Robert Burton, who plays in the background for silent films and even performs his own composition, “To Me,” for Jane to sing. A telegram arrives announcing a canceled Jefferson City engagement, yet another offer lands—the chance to join the famed Paul Whiteman band, known as “The King of Jazz.” Robert, who has grown fond of Jane and decided to stay awhile, accompanies them as they navigate a tense moment: Tommy and Jimmy don’t share the full story about the Whiteman offer, and a live radio test scene erupts into an argument when Jimmy objects to Tommy’s daring solo.
Back in New York, as radio becomes a driving force, the Dorsey brothers briefly cross paths with Whiteman and begin to chart a new path. They also reconnect with Robert Burton and Jane, forming the Dorsey Brothers Orchestra, a project that blends their stubborn styles. Robert and Jane’s relationship grows, with Robert composing toward a larger ambition—“The American Concerto”—while Jane weighs loyalty to Tommy against following Jimmy’s steadier instincts. The orchestra achieves success, but the constant bickering between Tommy, who wants more liveliness, and Jimmy, who wants structure, continues to surface. The rift deepens until Tommy walks out for good, leaving Jimmy to steer the rebranded Jimmy Dorsey Band.
As triumph follows triumph for each brother—Jimmy’s band setting attendance records and Tommy earning radio adoration—past disappointments linger. The two brothers are celebrated as JD and TD, yet family ties fray as they struggle to reconcile their divergent visions. Their mother’s sorrow remains a quiet undercurrent as the household’s harmony depends on whether one brother’s success comes at the expense of the other’s.
Jane, believing reconciliation is possible, hatches a plan to bridge the divide. She secretly passes Paul Whiteman a copy of Robert Burton’s unpublished “American Concerto” without Robert’s knowledge. Whiteman uses the piece to lure the two brothers back toward collaboration, inviting each to perform the new concerto at a charity concert—separately, not together at first. Rehearsals are tense; both Tommy and Jimmy resist a joint return, and news arrives that their father is gravely ill, forcing them to reconsider their priorities.
In a moment of family defiance tempered by love, both brothers hurry to their father’s bedside, and a sense of unity begins to reassert itself. They come to their mother’s side and agree to set aside personal grievances to honor their father’s last wish: to see them reconcile and stand together again.
The charity concert finally arrives, and the mood is electric as both brothers appear under Whiteman’s baton. The surprise of the evening comes when Robert Burton, seeing Jane in the audience, recognizes his own unpublished concerto in the performance and is brought into a chorus of reconciliation. The film closes on a hopeful note: the two brothers trade a clarinet-and-saxophone duet, their earlier feuds now quelled, and the screen fades on the words that mark the end of one chapter and the promise of another—The End, and a new harmony for the Dorsey family.