Marketplace › Insurance › Claims Processing › AI Claims Triage Value Stream
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AI Claims Triage Value Stream
by Marcus Webb · Claims Automation Specialist ★★★★★ 4.9 (34 deployments)
◆ 98% match to your gap
Anchored to your ontology node: Claims Automation — satisfies dependency on Fraud Detection
Reads every incoming claim, scores it for complexity and fraud risk, and routes it automatically — approve, flag, or escalate — without a human touching the standard cases. Built from 34 real deployments across mid-market carriers.
What it does
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Reads claim documents and structured data on intake
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Scores complexity and fraud risk in under 2 seconds
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Auto-approves low-risk standard claims
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Routes flagged and high-value claims to the right human reviewer
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Logs every decision with a reason, for audit
Built on
Claims intake API
Fraud scoring model
Policy data connector
Human-in-the-loop escalation
Reviews
RH
R. Hendricks★★★★★Regional carrier · 3 months live
Deployed in 11 days. Auto-approves about 70% of our standard claims now — freed up two adjusters for the complex cases that actually need judgment.
JT
J. Tran★★★★★MSP client · 7 months live
The fraud flagging is sharper than what we had built in-house over two years. Audit log made our compliance review painless.
$2,400/month
or $24,000/year · save 17%
Deploy time~2 weeks
vs. building in-house18 months
Trust score0.94
Active deployments34
Pilot program: deployment is guided by the CVM team, not self-serve, while the marketplace is in early access.
Why this listing can be trusted
✓Matched by structure, not keyword — anchored to your exact capability gap
✓Every deployment logged and reviewable, not a black box
✓Seller identity and track record verified before listing
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AI Claims Triage — Live
Deployed for: Meridian Insurance Group · running 34 days
Processing now
Live claim stream
1,204 processed today
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Claim #48201
Standard auto claim · $2,100 · low complexity
Auto-approved
0.9s
!
Claim #48202
Property claim · $18,400 · fraud indicators found
Escalated
1.4s
✓
Claim #48203
Standard auto claim · $890 · low complexity
Auto-approved
0.7s
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Claim #48204
Missing documentation · requested from claimant
Pending docs
1.1s
Auto-approval rate
71%
↑ 4% since deployment
Adjuster hours saved this month
312
≈ 2 full-time adjusters
Accuracy vs. human review96%
Avg. decision time1.1s
Fraud catch rate89%
For sellers
Turn what you know into something you sell.
You've built this capability before. Package it once, anchor it to the ontology, and every business with that exact gap can find it.
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Step 2 of 4
Anchor it to a capability
◆ Matched nodes in the capability ontology
Claims Automation
Insurance → Claims Processing → Claims Automation
Fraud Detection
Insurance → Risk → Fraud Detection
Customer Onboarding
Insurance → CX → Customer Onboarding
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Attach case studies or metrics Deployment count and results feed your trust score