The task
Given the denial code, the payer’s published medical policy and the chart excerpt, draft the appeal and cite the specific policy paragraph that supports it.
Proposed by PIG-DemoRank 2 of 12In the first set
Healthcare RCM Denial Appeal
Who it is for
Revenue Cycle Director
We appeal a fraction of our denials because we cannot staff the rest. I do not know what that fraction costs us.
The reward
Pays overturned dollars per appeal, scored against the payer’s adjudicated outcome on the same claim.
The counterweight
Every cited policy line must appear verbatim in the attached policy, and every clinical fact must appear in the chart. One invented citation zeroes the appeal no matter how well the letter reads. A persuasive fabrication is the failure mode here, so the grader checks the sources before it reads the argument.
The counterweight is the part worth arguing about. A reward with nothing pulling against it is a target, and a target is what a model learns to hit instead of doing the job.
What exists today
Nothing. There is no environment for this vertical, no recorded run, and no number. It is a proposal, written to the same shape as the one that is built so you can judge it on the same terms.
The environment that does exist is Word Five. It is a word game, and it is deliberately not one of these twelve: it is there to show the machinery, not to imply we have built yours.