'Better' will be a six part drama series, which has been described as a "thrilling redemption story".
It has been written by Sam Vincent and Jonathan Brackley, who also wrote the science-fiction show Humans, which first aired on Channel 4 in 2015.
The show will focus on a corrupt police detective, who attempts to make amends for the things she has done in her life.
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It will be set in Leeds and the surrounding countryside.
The BBC said of the show: "Better is a thrilling redemption story, set in Leeds and using the landscape of the city and surrounding countryside as a backdrop to what becomes an epic battle for one woman’s soul.
"After a family tragedy is narrowly averted, a corrupt police detective undergoes a painful moral awakening and decides to put right twenty years of wrongdoing - but satisfying her newfound conscience won’t be straightforward.
"She slowly realises that her redemption will only be complete once she brings down the powerful gangster she has worked for all this time, a man she helped rise to power, and has come to love like a brother."
Writers Sam Vincent and Jonathan Brackley said: “Better asks if a truly bad person can ever become good, and if so, how that could happen.
"The idea’s been in our heads for ten years, and we’re hugely fortunate to be telling it at last with the help of our old friends at the mighty Sister, in the great city of Leeds - and for BBC One, the perfect home for this very British story."
Better is Executive Produced by Mona Qureshi for the BBC and Jane Featherstone, Chris Fry, Lucy Dyke, Sam Vincent and Jonathan Brackley for Sister in association with Northern Sister.
Lucy Dyke, of Northern Sister, has worked on Ripper Street, Black Mirror and most recently The Split.
Each episode will be 60 minutes long.
A start date has not yet been revealed.
The announcement is part of a series of new commissions by the BBC across the UK, in a bid to strengthen decision-making and talent development outside of London.
Piers Wenger, Director BBC Drama says: "Telling stories that reflect the whole of the UK is about more than meeting quotas. It’s about enriching and emboldening what British drama means by honouring the true range of authorship across all of our nations and regions.
"I want to do more to celebrate that plurality. I want it to become an essential not-so-secret weapon and a core part of our USP.”
The writers of The Salisbury Poisonings, Adam Patterson and Declan Lawn have created an original police drama, Blue Lights from Northern Ireland.
Filmed and set in Scotland, The Control Room is a gripping new drama from Hartswood Films, written by BAFTA and RTS award winning writer Nick Leather.
Filmed and set in Wales, Wolf is written by Megan Gallagher and based on Mo Hayder’s acclaimed Jack Caffery novels.
Rules of the Game is a gripping new four-part thriller about sexual politics in the modern workplace starring Maxine Peake as Sam, a hard-headed manager at a family run business in the North West.
BBC Three has commissioned four new Rules of the Game, Grime Kids, Domino Day and Wrecked.