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Interesting. Upshot - bill sent to Claude, Claude generated questions, human in the loop to negotiate and summarize. Ultimately they suggested a number to the hospital, the hospital chiseled them a few grand, and they settled.

Not mentioned, and I'm interested, is how accurate Claude's reading of the various medicare rules are. I presume these letters went to someone who had only slightly more knowledge of medicare billing rules than the author -- hospitals are arcane and cryptic places, most especially the billing departments.





Yes, wish I could see the Claude conversation here.

The good news is this should be easy to reproduce to see how it does - just google around for an example medical bill with billing codes and feed it to Claude.




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