Best AI for medical record retrieval: Abstractive Health for clinicians
Answer in brief: for a clinician who needs a patient's outside records before a visit, our pick is Abstractive Health: it pulls the longitudinal chart from national exchange networks through Carequality and summarizes it with links back to the source sentences. For records requested from a custodian with an authorization (legal, disability, insurance files), the job belongs to a release-of-information company such as Datavant, not to a network tool.
Limits: Vendor facts come from each vendor's own website (1 from trade press), read 2026-11-12. We haven't run every product, and prices change, so check the vendor before you buy.
2 roads to outside records
Records reach you by 1 of 2 roads, and AI tools sit on only 1 of them.
Road 1 serves care: you see the patient's history from other systems before the visit. Road 2 serves reviews: an IME, a disability claim, a malpractice file. A physician reviewer usually receives Road 2 output from whoever sent the case, then uses a summary tool on it.
Why Abstractive Health is the pick
Retrieval and reading in 1 tool. Abstractive Health says it retrieves the patient's full longitudinal chart from national exchange networks, then writes a summary with sentence-level source links.
It searches where the patient has lived. Through its Carequality integration it runs a geospatial search around the patient's current and prior addresses and returns 1 unified chart.
A physician can start alone. Sign-up is free from its home page. Every other network option on this page is sold to organizations or developers.
The catch with Abstractive Health
- Networks have holes. It finds what participating organizations share. A small practice that doesn't exchange data won't show up, so a thin chart doesn't mean thin care.
- Not for medico-legal files. A litigation or IME record set needs every page from each custodian, under an authorization. That is Road 2.
- Paid terms not captured. We saw the free sign-up but no paid price in the page text we read. Ask what volume the free tier allows.
7 retrieval options compared (captured 2026-11-12)
| Option | Road | Sold to | Reach stated | Security stated | Source, date |
|---|---|---|---|---|---|
| Abstractive Health (pick) | 1, networks | Clinicians and practices; free sign-up | National exchange networks via Carequality | Not checked on home page | abstractivehealth.com, 2026-11-12 |
| Metriport | 1, networks | Health-tech and care teams building on an API | 750K+ providers across networks, 1 integration | SOC 2 Type II, HIPAA, BAA | metriport.com, 2026-11-12 |
| Particle Health | 1, networks | Developers and digital health companies | Records for 320+ million patients; "TEFCA in a Box" | SOC 2, HIPAA | particlehealth.com, 2026-11-12 |
| Health Gorilla | 1, networks | EHRs, digital health, value-based care, labs | National network; TEFCA, QHIN | Not stated in what we captured | healthgorilla.com, 2026-11-12 |
| Fasten Health | 1, patient-authorized | Apps in insurtech, trials, legal tech, AI | 80,000+ US health systems; FHIR R4 | SOC 2, HIPAA | fastenhealth.com, 2026-11-12 |
| Datavant | 2, custodian requests | Providers, legal and insurance, health plans | 80,000+ hospitals and clinics | Privacy and consent controls described | datavant.com, 2026-11-12 |
| Honey Health | Fax inbox and back office | Practices and health organizations, custom build | Works inside any EHR | Not checked | honeyhealth.ai, 2026-11-12 |
Reach figures are each vendor's own statement. We can't verify network coverage from outside, and coverage for your patients depends on where they were treated.
Runner-ups, and who should pick each
Metriport: for a team building its own workflow
If your group has engineers and wants network retrieval inside its own app, Metriport is the strongest infrastructure pick here: it states 1 integration to 750K+ providers, SOC 2 Type II and a BAA. The catch: it's an API, so a solo physician can't use it directly, and it publishes no price.
Particle Health and Health Gorilla: network infrastructure
Both sell API access to national networks and TEFCA. Particle states records for 320+ million patients and SOC 2. Health Gorilla positions itself around TEFCA and QHIN access for EHRs, labs and digital health. Pick them if you're the EHR or the app, not the end user.
Fasten Health: when the patient carries the records
Fasten connects patient-authorized records from 80,000+ US health systems as FHIR R4 data, and its page says that route removes the need for faxing or BAAs. It suits apps and research teams that work with patient consent rather than treatment relationships.
Datavant: Road 2 at scale
Datavant runs release of information for providers and medical record retrieval for legal and insurance requesters, and states 80,000+ hospitals and clinics. If your hospital answers records requests, it may already be your vendor. A physician reviewer rarely buys it directly; the referral source does.
Honey Health: the fax pile
Not network retrieval: Honey builds AI staff that sort and route inbound faxes and back-office work inside your EHR. Pick it if outside records reach you by fax and nobody has time to file them.
Questions about AI record retrieval
What is the best AI tool to get a patient's outside medical records?
For a clinician, our pick is Abstractive Health, which retrieves the chart from national exchange networks through Carequality and summarizes it with source links. For a development team, Metriport or Particle Health.
Can AI request records for an IME or legal case?
Network tools can't replace a records request to each custodian under an authorization. Release-of-information companies such as Datavant handle that road; AI then helps you read what arrives.
Does Medrecords AI retrieve records?
No. Medrecords AI reads files you upload and flags records that look missing, but it doesn't request records from providers or connect to exchange networks.