Though Coldplay broke out with a non-piano song, “Yellow,” Chris Martin’s piano riffs became as identifiable as his vocal hooks. So much so, that one of their biggest songs doesn’t even have a chorus.

Away from their hit TV series, Rick Harrison and his castmate Austin “Chumlee” Russell are raising the stakes with “Pawn ...