Insurance

Automate Underwriting,
Claims, and Compliance

Four production-ready AI pipelines for submission triage, claims fraud detection, reserve estimation, and regulatory compliance. Real-time streaming with sub-10ms latency.

<10ms
p99 latency
14
production pipelines
Real-time
streaming analysis
Pipeline 01

Submission Triage

AI-powered intake and classification of broker submissions. Automatically extracts risk factors, classifies lines of business, and routes to the right underwriting team with priority scoring.

Extracts risk factors and coverage details from submissions
Classifies line of business and priority automatically
Routes to correct underwriting team instantly
Structured JSON output for downstream systems
8
nodes
<5s
triage time
94%
accuracy
See it live
Pipeline Flow
file-source extract-fields triage-prompt ai-classifier json-extract switch-route property casualty specialty property casualty specialty
Pipeline Flow
claims-source extract-claim score-prompt ai-scorer investigate ai-investigator if-fraud fraud-alerts cleared true false
Pipeline 02

Claims Fraud Detection

Two-stage fraud scoring with agentic investigation. The first AI agent scores risk indicators, then a second agent performs deep investigation on flagged claims, checking for inconsistencies, duplicate claims, and known fraud patterns.

Two-stage AI scoring: initial risk then deep investigation
Detects duplicate claims, inconsistencies, and known patterns
Automatic routing: fraud alerts vs. cleared claims
Detailed investigation report for SIU teams
10
nodes
2
AI agents
92%
detection rate
See it live
Pipeline 03

Reserve Estimation

AI-assisted reserve recommendations with confidence bands. Analyzes claim details, historical data patterns, and policy terms to generate reserve estimates with low/mid/high confidence ranges for actuarial review.

Generates reserve estimates with confidence intervals
Analyzes historical loss patterns and policy terms
Low / mid / high confidence bands for actuarial review
Structured output for reserving systems integration
7
nodes
3
confidence bands
88%
within range
See it live
Pipeline Flow
claims-source extract-details reserve-prompt ai-estimator json-extract reserves-sink
Pipeline Flow
policy-source extract-wording compliance-prompt ai-checker json-extract if-compliant compliant issues-found pass fail
Pipeline 04

Compliance Checker

Policy wording validation against regulatory requirements. Scans policy documents for regulatory compliance issues, missing mandatory clauses, and non-standard exclusions, routing issues for legal review.

Validates policy wording against regulatory requirements
Detects missing mandatory clauses and exclusions
Two-way routing: compliant vs. issues for legal review
Audit trail for regulatory reporting
8
nodes
<15s
check time
97%
compliance catch
See it live

Return on Investment

Manual Processing vs. Magister

The numbers speak for themselves. Replace manual underwriting and claims workflows with real-time AI intelligence.

Before
Manual / Batch Processing
Submission triage 2-4 hours
Claims fraud detection 5-10 days
Reserve estimation 1-2 weeks
Compliance checking 3-5 days
Annual operational cost $3.2M+
After
Magister Real-Time Pipelines
Submission triage <5 seconds
Claims fraud detection Real-time
Reserve estimation Seconds
Compliance checking <15 seconds
Annual operational cost $640K
80%
cost reduction
99.9%
faster triage
92%
fraud detection rate
$2.6M
annual savings

Ready to Modernise Your Insurance Operations?

See these pipelines running with your data. Book a 30-minute demo with our insurance team.