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Neural Foundry's avatar

The commission structure on averted expenditures is where the whole design falls apart. Paying vendors based on denials isn't just a perverse incentive,it's essentially outsourcing cost-cutting to entities with zero accountability for patient outcomes. The distinction between AI screening and human review sounds reassuring until you realize reviewers working under productivity quotas will defer to the algorithm most of the time. I worked on a prior auth system for a regional insurer a few years back and the "human in the loop" became rubber-stamping within six months because nobody wanted to be the bottleneck. Small practices will get crushed by this administratively while the actual fraud it's targeting will just migrate to other billing codes.

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