Healthcare
Prior authorization, claims, appeals, and data exports
- What can travel with the decision
- Decision receipt, policy and privacy-check commitments, and optional FHIR or X12 files
- LARRI integrity upgrade
- Clearer appeals, more controlled exports, faster reconciliation, and stronger review evidence
Financial services
Adverse action, fraud review, AML cases, and model risk
- What can travel with the decision
- Application or transaction evidence, policy and threshold commitments, model version, and analyst override
- LARRI integrity upgrade
- Reviewable automated decisions and clear detection of changes to bound inputs, rules, or models
Insurance
Claims, underwriting, coverage disputes, and catastrophe assessment
- What can travel with the decision
- Policy version, inspection evidence, valuation, decision, and adjustment history
- LARRI integrity upgrade
- Faster dispute review and a precise record of the policy and evidence behind each decision
Public administration
Benefits, licensing, tax, procurement, and appeals
- What can travel with the decision
- Application evidence, governing-rule snapshot, calculations, and human overrides
- LARRI integrity upgrade
- More accountable automation, stronger procedural review, and clearer case records
AI governance
Model deployment, evaluation release, configuration audit, and inference review
- What can travel with the decision
- Model and runtime digests, evaluation suite, prompt or prompt commitment, policy, and decision receipt
- LARRI integrity upgrade
- Bind each output to the exact model, policy, and configuration declared for it
Legal and e-discovery
Collection, OCR, redaction, production sets, and exhibits
- What can travel with the decision
- Original files, forensic manifests, transformation records, redaction maps, and final exhibits
- LARRI integrity upgrade
- Stronger evidence integrity, clearer transformations, and more defensible disclosure packages
Manufacturing and laboratories
Batch release, quality certification, testing, and deviation review
- What can travel with the decision
- Materials, instrument output, method, calibration, software version, and approvals
- LARRI integrity upgrade
- Faster root-cause analysis and a precise record of each quality-release decision
Cybersecurity
Incident response, forensics, vulnerability disclosure, and remediation
- What can travel with the decision
- Logs, system images, memory captures, configurations, and analysis records
- LARRI integrity upgrade
- Keep incident evidence tamper-evident and make recorded analytical steps easier to review
