Industries · Healthcare and life sciences

Agents that read the whole record.Every fact back to its page.

Medical records, clinical notes, plan documents, formulas, certificates and labels. Build agents for patient records, revenue cycle and regulated work, with every value scored and linked to its source. SOC 2 Type II and HIPAA compliant.

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One platform, every recordRECORDS · PLANS · CERTIFICATES
RECORDSChronology from a whole case file, each event citedcited
CODINGCodes suggested from the clinical note, rankedfor review
PLANSPrior authorization rules pulled from the plancited
QUALITYCertificate checked against the specchecked
Every record, plan and certificate on one platform, every answer back to its page.

Where teams start

From the patient record to the product label,
agents for regulated work.

Start with the work that costs you most. Every agent runs on the same documents and data.

PATIENT RECORDS
Medical record chronologiesEvery visit, diagnosis and bill from thousands of pages, in order, each event cited.
Search a whole case fileAsk a question of the full record and land on the page that answers it.
Compliance packagesAttestations gathered from across your sites and checked for gaps.
REVENUE CYCLE AND PLANS
Coding from clinical notesCandidate codes from SOAP and progress notes, ranked and cited, for your coders to approve.
Appeals grounded in the recordDenials answered with the clinical evidence and the plan language behind them.
Plan benefits and prior authorizationLimits, authorization rules and member costs pulled from plan documents.See how it works →
LIFE SCIENCES
Certificates and data sheetsCertificates of analysis, safety and product data sheets checked against your specs.
Legacy formulas, structuredThousands of formula documents in mixed formats, turned into records your chemists approve.
Labels across versions and marketsEvery version of a label compared, with the one that governs today.See how it works →

See all use cases →

Why healthcare documents

No one ships an answer they can't trace.
Meibel shows the page behind every value.

Built for the sizeRecords that run to thousands of pages, read in full. No one splits or sorts them first.
Jump to the sourceClick any value and land on the exact page and place it came from.
Scored, so people review what mattersEvery value carries a score. You decide what goes to a reviewer.
SOC 2 Type II and HIPAAIn Meibel Cloud, a dedicated data plane or your own infrastructure.

How the platform works →

Built on Meibel

Healthcare teams building on Meibel.

469

A medical-legal software company pulled 187 to 469 events from each large case file on Meibel, against 25 to 32 on its previous stack, on the same files. Early result, August 2026.

WHAT WE HEAR FROM HEALTHCARE TEAMS

Black-box answers don't reach production.

Teams have to show where every answer came from: the page, the line and how confident the agent was. Without that, nothing goes live.

From our conversations
WHAT WE HEAR FROM LIFE SCIENCES TEAMS

The shape of the page isn't a record.

Other tools returned layout. Teams need their own schema filled, with a score and a source for every value, before a chemist or reviewer signs off.

From our conversations

Questions healthcare and life sciences teams ask first.

Is Meibel HIPAA compliant?

Yes. Meibel is SOC 2 Type II and HIPAA compliant. Run it in Meibel Cloud, a dedicated data plane or your own infrastructure.

Which documents can it read?

Medical records and billing, clinical notes, plan documents and coverage policies, formulas, certificates of analysis, safety and product data sheets, labels and regulatory documents, as PDF, scans, Word or Excel. Tables, charts and handwriting included.

How large can a record be?

Meibel is built for records that run to thousands of pages and reads them in full, so no one has to split or sort them first.

How do we know an answer is right?

Every value cites the document and page and carries a score. Click the source and land on the page. You choose the checks, and you decide what a low score sends to a reviewer.

How to start

Start with records you've already reviewed.

Pick one job, like the chronology for a closed case, a month of coded notes or one plan year. Run it through Meibel and measure it against what your team found: what it caught, what it missed, how confident it was, and how long it took. Start with one workload. Scale efficiently.

PALETTE