# Medical Records Summary AI

> How AI summaries of medical records fail and how a physician verifies them: 10 failure types with search cues, a date-type field guide, citation checks with a sampling calculator, a verification checklist, a synthetic 12-page test file with an answer key, and a dated table of published error studies. Published by Medrecords AI (https://medrecords.ai/), which makes 1 of the products covered.

- [Medical records summary AI: how it fails and how to check it](https://medicalrecordssummaryai.com/): Medical records summary AI drops facts, flips negatives and misdates visits. 10 failure types, a sampling calculator, a checklist and a synthetic test file.
- [How AI summaries of medical records fail: 10 failure types](https://medicalrecordssummaryai.com/failure-modes/): The 10 ways an AI summary of a medical record goes wrong, from omissions and lost negatives to copy-forward and wrong-patient pages, with checks.
- [Wrong dates and lost negatives: 2 errors a read-through misses](https://medicalrecordssummaryai.com/dates-and-negatives/): Why AI summaries of medical records pick the wrong date and drop negatives and hedges: a field guide to 12 date types and the cue words to search for.
- [Citation checks: how to verify the pages an AI summary cites](https://medicalrecordssummaryai.com/citation-checks/): How to check page citations in an AI medical record summary: 6 ways a citation misleads, how many lines to sample, and how 9 tools link sources.
- [AI medical summary verification checklist, by failure type](https://medicalrecordssummaryai.com/verification-checklist/): An interactive checklist for verifying an AI summary of medical records, by failure type, that shows which of 10 failure types are still open.
- [A synthetic test file for AI medical record summaries, with answer key](https://medicalrecordssummaryai.com/test-file/): A free 12-page synthetic medical record with 15 planted traps and an answer key. Run it through any AI summary tool and score what it gets wrong.
- [What studies show about errors in AI medical summaries](https://medicalrecordssummaryai.com/evidence/): 10 published studies on errors in AI summaries of clinical text: what each measured, what it found, and why the rates don't transfer to your files.
- [Medrecords AI: what it checks for you, and what it leaves to you](https://medicalrecordssummaryai.com/medrecords-ai/): Our own product, plainly: how Medrecords AI links summary lines to source pages, what you still check, its price, and when to pick another tool.
- [Glossary: terms for AI summary errors and checks](https://medicalrecordssummaryai.com/glossary/): Plain definitions of the terms for errors in AI summaries of medical records, from hallucination and omission to upper bound and reverse spot check.
- [Questions about checking AI summaries of medical records](https://medicalrecordssummaryai.com/faq/): Short answers on checking AI summaries of medical records: error types, how many lines to check, citations, dates, test files and who signs.
- [Methodology and conflict of interest](https://medicalrecordssummaryai.com/methodology/): How this site picks studies, reads vendor pages, computes sampling bounds and builds the synthetic test file, and how we handle publishing it as a vendor.
- [About Medical Records Summary AI](https://medicalrecordssummaryai.com/about/): Medical Records Summary AI is a guide to checking AI summaries of medical records, published by Medrecords AI. Owner, author and corrections.
- [Privacy](https://medicalrecordssummaryai.com/privacy/): This site has no forms that send data, no accounts, no ads and no tracking cookies. The calculator and checklists run in your browser. What our host logs.
- [Site map](https://medicalrecordssummaryai.com/site-map/): Every page of medicalrecordssummaryai.com on 1 screen, grouped by what you came to do, with word counts and the date each page was last updated.