Filed under coder-workflow.

The Chart You Validated Twelve Seconds Faster

Computer-assisted coding has moved medical-coder productivity from a question of raw throughput to one of validation quality — yet most organisations still measure charts per hour. This essay argues that the coders who slow down to challenge AI suggestions on complex cases generate more net revenue than those who clear the queue fastest, and that the standard dashboard is structurally blind to the denials it prevents.