GenAIM Agentic Judgment Med Mal
AI-Operated. Human-Governed.
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Build the chronology before the claim buries the team.

Clinical records, multiple providers, a defended standard of care. The chronology, breach, and causation work that decides how the file settles.

GenAIM reads every record in the claim file, applies your claims methodology, and produces the chronology and assessment your team reviews and approves. The judgment engine has spent two years on real, contested matters, the same evidence-to-judgment work your files demand, with expert reviewers on every call. The medical malpractice reference workflow is built. We compose it with your team to fit your claims methodology, then run real or de-identified claim files together.

How GenAIM runs a claim

One workflow. Four stages.
Human gates where they belong.

GenAIM doesn't replace your claims process. It operates the work that sits between the records arriving and the adjuster's reserve decision. GenAIM comes with a medical malpractice reference workflow. We compose it with your team into the one your claims line actually runs. Reviewed by your team at gates you control.

01

Compose

One-time per insurer

Your insurer's claims handling guidelines and the standards of care your team works against loaded in. Different methodologies for different lines: hospital vs. individual practitioner, surgical vs. diagnostic. GenAIM connects to your claims system, pulling claim documents from the system that already holds them, or runs standalone; the finished assessment flows back to your system.

02

Analyse

System

Every record in the claim file read end to end: clinical notes, EHR exports, third-party records, imaging reports. Clinical events extracted with timestamps and source citations. A unified chronology built across all source documents. Breach issues and severity identified against your methodology. The key issues surfaced for human review and approval.

03

Review

Human gate

Adjusters refine findings, confirm breach assessments, and trace causation through human-governance gates.

04

Report

Human gate

Chronology and breach assessment generated in your team's templates, ready for roundtable, defence counsel briefing, or reserve review. Senior analyst review precedes Head of Claims sign-off. The reserve recommendation is supported by an assessment the team can stand behind.

The methodology stays yours. The first read and the first assessment are done before your team picks it up.
What the adjuster sees

A defensible chronology. Built from your claim file.
Stood behind by your team.

The output of a GenAIM claim review isn't a summary or a dashboard. It's a unified clinical chronology, every event, every actor, every record reference, sitting alongside a structured breach-and-causation assessment, traceable to the source line in the source record that earned each finding.

Claim file
Bile duct injury during laparoscopic cholecystectomy
Wed, 10 Sept 2025 · admitted to Surgical Assessment Unit · loaded from claim file
Total events 28
Critical delays 2
Care breaches 4
Clinicians 5
Clinicians Dr. Helen Ash (Consultant) Dr. Daniel Oak (Consultant Surgeon) Aaron Elm (RN) SHO on-call (name not documented) Dr. Sarah Cedar (Consultant Radiologist)
All Events Breaches Delays Critical
Wed, 10 Sept 2025
08:14 Dr. Helen Ash (Consultant)
Patient admitted to Surgical Assessment Unit for elective laparoscopic cholecystectomy.
08:14 Dr. Helen Ash (Consultant)
Initial assessment completed and surgical consent obtained.
14:20 Breach High Dr. Helen Ash (Consultant)
Discharge while critical investigation results unreviewed. Urgent ultrasound results showing bile leak had been available for nearly 24 hours and remained unreviewed at point of discharge.
And from the chronology, GenAIM produces an accountability matrix: what should have happened, what did, and where the breach sits.
Accountability Matrix
Event Clinician Expected Actual Severity
Intraoperative cholangiogram omitted during high-risk cholecystectomy Dr. Daniel Oak (Consultant Surgeon) Perform intraoperative cholangiogram when risk factors present including dense adhesions, distorted anatomy, and bile staining. Cholangiogram considered but not performed due to time constraints and unstable pneumoperitoneum. High
Failure to escalate critically deteriorated patient to consultant SHO on-call (name not documented, covering for Dr. Daniel Oak) Escalate to consultant surgeon when post-operative patient shows fever, tachycardia, hypotension, and severe pain. SHO assessment only, no consultant escalation despite ongoing critical deterioration. High
The chronology is your deliverable. The accountability matrix is the audit trail.

Illustrative example using synthetic data. No real patient or clinician information.

How you shape it

Your workflow. Your steps. Your judgment.

Your methodology is loaded once and applied to every claim. Your team approves each judgment before the work moves on.

  • Composed for the insurer, not the claim.

    Your claims handling guidelines and the relevant standards of care load once. Different protocols for hospital claims vs. individual practitioner claims, surgical vs. diagnostic, applied automatically based on claim type and policy line.

  • Adapted per claim without rebuilding.

    Tighter breach thresholds for high-severity exposures. Specialty-specific protocols for high-frequency claim types. Methodology variations are configuration, not engineering work.

  • Compose in-house. No claims engineers required.

    Approved users, typically senior claims analysts or claims operations leads who own the insurer's methodology, can compose workflows directly through GenAIM's workflow and agent builders, with changes reviewed before execution. Use our team if you want, not because you have to.

The IP stays yours. The system reflects it.
Verified by design

Verified against the source. Reviewed where it matters.

Every event GenAIM extracts is checked against its source record and scored for coverage. Your team reviews the exceptions, the partial matches and the gaps, not every record from scratch. Every finding traces back to the source line that earned it, and the causation chain shows how the events connect: who knew what, and when. GenAIM doesn't replace professional judgment. It replaces the manual execution that sits underneath it.

How GenAIM fits

Works alongside your existing claims environment.

GenAIM is the judgment layer over your existing claims systems, adding the judgment those core platforms don't provide, without replacing them. Your system of record stays where it is: claim documents flow in by API or upload, and the finished result flows back, or GenAIM runs standalone. For the complex-claims work, GenAIM is where your team works, building the case on the chronology, correcting findings, and approving each judgment, with every action and sign-off tracked.

Built for how complex claims teams actually work.
How to start

A 4-6 week design partner engagement.
On a live claims workflow. With agreed outcomes.

We are looking for the medical indemnity partner to bring the chronology, breach, and causation workflow live with real claims. The engagement is structured, time-boxed, and built around real or de-identified claim files.

You bring

  • A live claims workflow with agreed objectives and defined outcomes
  • Your claims handling guidelines and the standards of care your team works against
  • A senior claims analyst or claims operations lead to compose alongside us
  • One or two real (or de-identified) claim files to run against

You keep

  • Your methodology, configured into GenAIM, never shared, your IP
  • A dedicated environment. Claim files and patient records stay on your terms
  • A working setup at the end of the engagement, ready to scale
  • Full audit trail on every workflow run
  • Your claim files, methodology, prompts, and outputs remain isolated to your environment and are never pooled across clients.
Start with one claims workflow. Hit the objectives. Scale from there.

Bring it live with real claims.

Bring a claim file or your assessment methodology. A 30-minute working session, and we'll show how GenAIM would run it end to end.

Book a working session →
Or join the waitlist if the timing isn't right yet.

GenAIM is led by Jonathan Birch. 25 years building enterprise automation, including 4 years as CSO in London at an insurance technology company, automating claims processing for a major UK motor insurer. Full track record on the homepage.