Ammonix

900 denied insurance claims, each worked three ways: by Ammonix, which decides from how similar past claims ended and lets a small local model write only the paperwork; by GPT-6 on its own, which decides every move and writes its own paperwork; and by simulated human billers, the baseline of how this work is done today. The claims are simulated and new to all three. The money counts what the insurer paid plus what the patient paid, the patient only up to their share.

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