The film follows Ralph “Papa” Thorson, an aging bounty hunter navigating the gritty urban landscape as he tracks down fugitives who have skipped bail. Despite his rough, no-nonsense exterior, Thorson is a man trying to balance his dangerous profession with a domestic life, which includes his relationship with his girlfriend, Dotty, a teacher who is pregnant with his child. As Thorson juggles these aspects of his life, viewers are introduced to his unique character — an old-school cowboy in the midst of the modern cityscape. His job often puts him in harm’s way, and he regularly encounters dangerous criminals, each capture resulting in various trials and tribulations that test his mettle.

While handling these challenges, Thorson's personal life becomes more complicated as the impending responsibilities of fatherhood weigh heavily on him. Thorson's adventures include colorful encounters and various missions taking him across different terrains, from city streets to rural settings. He engages in high-stakes chases and faces formidable opposition, yet continually relies on his wit, unconventional methods, and unwavering determination to succeed. As he barrels forward in his career, Thorson's interactions with those around him reveal layers to his character, portraying him as both a skilled tactician and a relatable human being looking for meaning and connection amid chaos. Balancing his perilous profession and personal commitments proves taxing as tensions build and destinies unfold.