Nothing is read until the matter has an authorization on file.
Local OCR. Nothing is uploaded at this step.
The stamped copy and the ledger account for all of them, in order.
By the provider and date printed on each page.
A second copy of a page is suggested as a duplicate.
It quotes whole sentences from the pages. A draft is only a proposal. This is the one step where page text leaves the machine that holds the records.
Five questions, the same for every entry.
The entry cites a page dated five months later.
Two providers saw the patient that day. The entry mixed their pages.
What the entry says is true. What it leaves out matters.
One wrong character on the page, and the quote no longer matches.
Each quoted finding is shown against the page it came from.
Pages that read as a visit, with no entry citing them.
The reviewer adds the bill and its total reaches the report.
Then the report goes out together with the stamped records.
Only a record of what was done stays behind.
Every planted error was refused.
Run of November 10, 2026: 42 synthetic cases, 2,824 pages, 1,136 visits.
| Planted errors the checker refused (8 kinds) | 5,368 / 5,368 |
| True entries that passed the checker | 1,128 / 1,136 |
| Bill pages found and matched to their visit, none false | 132 / 132 |
| Lost visits flagged as possibly missed | 15 / 15 |
| Visit pages given the right provider and date | 2,511 / 2,511 |
| Duplicate pages found | 48 / 48 |
| Cases delivered, read back and purged clean | 42 / 42 |
Read them with these limits in mind.