An Insurance Carrier Accelerated Claims by 3x While Maintaining Compliance
A mid-market insurance carrier processing 180,000 claims annually across auto, property, and liability lines. AI agents handle claims triage, damage assessment, coverage verification, payment calculation, and customer communication.
The Challenge
What they were facing
14 days
average claims processing time due to manual review bottlenecks
22%
of claims required rework due to AI assessment errors reaching adjusters late
$890K
annual cost of regulatory findings from inadequate claims documentation
How it works
See the difference
Claim filed: auto collision
Claim #CLM-2026-18422, estimated $12,000
AI triages and assesses
No governance on assessment methodology
AI calculates payment
$11,400 -- no coverage verification
Payment issued without review
Later found: policy had $5K deductible not applied
The Solution
What they deployed
- Installed Insurance Operations domain pack with claims, underwriting, and payment intents
- Mandatory coverage verification step before any AI payment calculation
- Thresholds: auto-approve claims < $10K with standard coverage, escalate complex or high-value
- Regulatory documentation generated automatically for every claims decision
- Connected claims management system, policy admin, and payment processing platforms
Implementation
From zero to governed
Week 1
Map
Catalogued all AI claims processing steps. Identified 6 AI agents across triage, assessment, coverage, payment, and communication.
Week 2
Configure
Installed Insurance Ops pack. Defined coverage verification rules, payment thresholds, and escalation criteria by line of business.
Week 3
Integrate
Connected claims management, policy administration, and payment systems. Configured adjuster notification workflows.
Week 4
Enforce
Enabled enforcement. First fully automated claim (triage through payment) processed in 47 minutes vs. 14-day previous average.
Results
Measurable impact
0x
Faster claims processing
Average: 4.5 days vs. 14 days
0%
Reduction in rework
AI errors caught before adjuster review
0
Regulatory findings
Since deployment
$0K
Annual compliance savings
Decision Replay
Real decisions, full trace
insurance.claims.triage-assessmentRISK: 28/100ALLOW34msAuto collision claim #CLM-2026-18422, 3 photos submitted, estimated $12,000
Resolved by: Policy: standard triage auto-approved, assessment proceeds
insurance.claims.coverage-verificationRISK: 12/100ALLOW22msVerify policy #POL-88421 coverage for auto collision, $5K deductible confirmed
Resolved by: Policy: coverage verification auto-approved (standard lookup)
insurance.claims.payment-calculationRISK: 38/100ALLOW18msCalculate payout: $12,000 damage - $5,000 deductible = $7,000, within policy max
Resolved by: Policy: auto-approve payment < $10K with verified coverage
insurance.claims.payment-calculationRISK: 78/100ESCALATE24msProperty claim #CLM-2026-18445: water damage, AI assessment $145,000
Resolved by: Senior Adjuster (on-site inspection scheduled, reviewed in 2.5 hours)
insurance.claims.fraud-flagRISK: 94/100DENY14msAI flags claim #CLM-2026-18448: duplicate submission detected, same damage photos
Resolved by: Policy: auto-deny duplicate claims, SIU notified
“We cut claims processing from 14 days to under 5, but the real story is quality. With Intended enforcing coverage verification before every payment calculation, we eliminated the errors that were costing us $890K a year in regulatory findings.”
VP Claims Operations, Insurance Carrier
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