Engagement summary
The claims team ran intake and pre-adjudication for an anonymized mid-market InsurTech third-party administrator (TPA) in property and casualty (P&C) insurance. The workflow followed the client's NAIC-based requirements, with final claims decisions retained by the client.
- Delivery model
- Managed operations team
- Client Segment
- Mid-Market InsurTech TPA (Property & Casualty)
- Core Systems Intersected
- Guidewire ClaimCenter, Salesforce Financial Services Cloud, Actigy BPO ClaimsVision
- Scope delivered
- Claims intake, evidence preparation and pre-adjudication routing
The challenge: slow FNOL intake at a P&C insurer
Irregular first notice of loss (FNOL) documentation delayed the InsurTech TPA. Unstructured records caused service-level agreement (SLA) breaches, high storage fees and regulatory threats.
Workflow and monthly volume
The intake team managed the front-end claims lifecycle up to, but not including, the adjudication decision. The team worked from Poland.
Process volume
The team handled these monthly volumes:
- Claims: 22,000+ multi-line insurance claims processed per month
- Unstructured media: 140,000+ pages parsed per month
- Fraud referrals: 850+ flagged per month
Team
- Dedicated delivery team: 1 insurance operations delivery director, 3 claims evaluators and 22 pre-adjudication specialists
Workflow
The team ran four workflow steps:
- FNOL validation & intake: Structured capture and completeness checks
- Evidence bundling & structuring: Police reports, medical charts, and supporting media
- Pre-adjudication logic mapping: Routing claims to the correct decision path
- Fraud and Special Investigations Unit (SIU) routing: Flagging suspicious claims for the SIU
Quality assurance model
The QA team operated a dual-stage underwriting audit framework. Localized safety rules checked every extraction. Claims evaluators reviewed all outputs before hand-off.
- Stage 1: Automated extraction checks against localized rules
- Stage 2: Licensed claims evaluator review of every output
Tools
- Client stack: Guidewire ClaimCenter, Salesforce Financial Services Cloud
- Proprietary infrastructure: Actigy BPO ClaimsVision (proprietary vision-language model)
What stayed with the client
The client kept full legal authority on claims decisions. The intake team never denies or approves payouts. Only the client’s internal adjusters released final payments.
Results
The figures below describe this anonymized engagement, not a forecast for another scope.
| Operational Metric | Legacy State | Engagement outcome | Performance Delta |
|---|---|---|---|
| Claims Intake Turnaround (TAT) | 42.5 Minutes | 4.2 Minutes | 90.1% Cycle Reduction |
| Claims Leakage (Inaccurate Payouts) | 5.8% of volume | 0.3% of volume | Leakage fell from 5.8% to 0.3% of volume |
| FTE Output Capacity | 12 Claims/Day | 48 Claims/Day | 4x Throughput Scaling |
Additional before-and-after key performance indicators (KPIs) (Actigy BPO-reported):
- Outstanding pending intakes: The intake team cut outstanding pending intakes by 92% in 30 days.
- Policyholder NPS: The engagement lifted policyholder net promoter score (NPS) from +14 to +52.
- State audits: The intake team kept processes aligned to the client's NAIC-based requirements.
How the pilot worked
The delivery lead scaled only after the pilot proved accuracy and turnaround.
Timeline to pilot
12 days to pilot 800 live evaluations.
Timeline to scale
31 days to scale across all 50 US jurisdictions with 24/7 coverage.
Services used
This engagement used insurance claims outsourcing: FNOL intake, evidence bundling, pre-adjudication routing and fraud referrals.