Free account 2:35Medical chronology
Every medical event on its date, in order, tied to the page it came from. Filter it, search it and export it as PDF or Word.
46 of 120, or 38%, by Medrecords AI's count.
| Statistic | Figure | Source |
|---|---|---|
| Vendors that publish no turnaround time | 74 of 120 (62%) | Medrecords AI, 120 vendors |
| Vendors that publish no price | 99 of 120 (83%) | Medrecords AI, 120 vendors |
| Vendors that publish no export format | 103 of 120 (86%) | Medrecords AI, 120 vendors |
| Vendors with no public reviews we could find | 84 of 120 (70%) | Medrecords AI, 120 vendors |
| Text in a patient record copied from earlier notes | 50.1% | JAMA Network Open, 2022 |
| US office-based physicians using an EHR | 95% | ONC Health IT Quick Stats, 2024 |
| Physician hours a week on indirect care such as documentation | 13 of 57.8 | American Medical Association, 2024 |
| US claims adjusters, examiners and investigators | 376,100 | US Bureau of Labor Statistics |
| Sustainable claims caseload per adjuster | 110 to 140 files | WorkCompCollege, secondary |
Vendor figures: prices checked 25 Oct 2026, other facts captured 13 Aug to 1 Sep 2026. Outside figures are quoted from the named source; each is listed under Sources.
120 vendors, 68 software and 52 services. Vendors say what they do and whether a human checks it long before they say how long it takes or what it costs.
| Fact on the vendor website | All 120 | Software | Services |
|---|---|---|---|
| Typical turnaround | 46 (38%) | 28 of 68 (41%) | 18 of 52 (35%) |
| Price (25 Oct 2026) | 21 (18%) | 14 of 68 (21%) | 7 of 52 (13%) |
| Export formats | 17 (14%) | 13 of 68 (19%) | 4 of 52 (8%) |
| Human QA stance | 104 (87%) | 61 of 68 (90%) | 43 of 52 (83%) |
| Processing model | 106 (88%) | 61 of 68 (90%) | 45 of 52 (87%) |
Export format is the rarest disclosure: 13 of 68 software vendors state one, against 4 of 52 service providers. 84 of 120 carry no public reviews we could find (45 software, 39 services), so reputation here still runs on referral.
3 outside data points explain why turnaround is the hardest thing in this market to promise.
The people closest to the record are shrinking in number while the record itself gets more repetitive, not less.
Employed in the US per Claims Adjusters, Examiners, and Investigators, Occupational Outlook Handbook, US Bureau of Labor Statistics, at a median wage of $78,000 (May 2025). Employment is projected to decline 5% through 2035, even as about 21,600 openings are projected each year from turnover.
Commonly cited industry benchmarks put a sustainable indemnity caseload at 110 to 140 claims per adjuster, with some administrators running past 300, per "Ideal Caseloads vs. the Throughput of Claims, Part 1," WorkCompCollege. That source cites an unnamed 2019 study rather than naming it directly; treat the range as a secondary citation.
A shrinking, similarly staffed workforce reading a record that is now more than half duplicate text is the arithmetic behind the caseload debate. Neither number moving on its own would be a crisis. Both moving together is the reason record review keeps coming up as the bottleneck, not the reading itself.
The vendor figures on this page cover the 120 vendors in the pricing study: 68 software and 52 services, kept on 25 Oct 2026 from 328 vendors captured 13 Aug to 1 Sep 2026. Prices were checked on each vendor's own site on 25 Oct 2026. Turnaround, export format, human QA, processing model and reviews come from the vendor profiles captured in August and September. Every value is what the vendor published on its own site.
The EHR duplication, EHR adoption, physician documentation, and claims adjuster staffing figures are each quoted from a single named source with its own publish date, listed below. None of these are Medrecords AI research; we did not run these studies and are not affiliated with the organizations that did. Where a source is itself secondary (the WorkCompCollege caseload figure), we say so rather than presenting it as primary.
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Free account 2:35Every medical event on its date, in order, tied to the page it came from. Filter it, search it and export it as PDF or Word.
Free account 2:30Every record the case documents mention that the file does not contain, grouped by provider, with the page that mentions it.
Free account 2:12Ask a question in your own words. The answer comes back with numbered links, and each one opens the page it came from.