Jaime Velez | Human at the Helm

a 20 year old typed one sentence into GPT-6 Astra and hospitals started paying people back $376,840 in hospital overcharges found in 4 days. no law degree, no medical degree, she can't code the trick is a file. since 2021 every hospital in america has had to publish every price it charges, including what it charges each insurer, in one file almost nobody opens. hers was 400,000 lines, and since january a hospital executive has to sign that it's accurate. Astra opens it, finds what the hospital listed for your insurance plan, and reads your bill against it line by line. two numbers don't match, it flags the line and writes the dispute letter mismatch found. one letter with both numbers in it. no lawyer $2,300 ER visit in dallas, the file listed $890 for the same codes and the same insurer. $1,410 back. $18,900 for two nights in tampa, listed at $9,700. $9,200 back her aunt does hospital billing and told her over christmas: 8 in 10 bills have a mistake and it's almost never in your favor. she has checked every bill in her own family for 15 years and never mentioned it outside the family she tried by hand in january. one weekend on her own $1,900 ankle bill, 4 errors, $740 refunded. then she quit, the file is too big for a human. that excuse expired on saturday she borrowed her roommate's pro account, dropped the same bill in and typed: "compare every line of this bill to the hospital's published price file for my insurer and write the dispute letter". same 4 errors. 6 minutes she posted one line in the dorm group chat: send me your hospital bill, i keep 25% of whatever comes back, nothing if nothing does. 312 bills by monday. Astra cleared all of them in two nights. she has one group chat and a borrowed account. there are 6,000 hospitals today her roommate saw the stripe tab and asked what his account has been doing all weekend. she showed him the numbers. he didn't say anything. he went and dug out his own ER bill from last year $376,840 in letters out. the first 3 hospitals already corrected their bills, $4,100 off what people owed. 25% is hers 312 bills. 287 had a mistake in the hospital's favor yours probably does too