The Claims Triage System
Client identity, people, source lists, outputs, and commercial terms withheld.
Results
3 → 1
Consolidation of three intake channels into a single, prioritized claims queue
~70%
Reduction in adjuster time allocated to manual data entry prior to claim review
100%
Of claims subject to standardized fraud scoring, independent of adjuster assignment
Same-day
Resolution timeline for low-complexity, fully documented claims, no longer queued behind higher-complexity disputes
Unified record
Claim history, documentation, notes, and payout determinations consolidated into a single system of record
Real-time
Visibility into claims aging and backlog, replacing periodic manual reporting cycles
Company Profile
Company
Multi-line national insurer | auto, home, and health lines of business | enterprise-scale claims volume
Stack
Independent call center, email, and web portal intake channels; a claims management system; a document repository; a payout/disbursement system - operating without a shared prioritization framework or unified claim view
Operating Need
A single, prioritized claims queue, a unified claim record, and standardized fraud review, independent of intake channel or adjuster assignment
The Challenge
Claims entered the organization through three channels that had not been architected to operate in concert: telephone, email, and a web-based portal. Each channel routed submissions into an independently managed queue, with no shared prioritization logic across channels. Upon opening a claim file, adjusters were required to manually transcribe information already present within submitted documentation - photographs, police reports, medical records - before substantive review could begin. Claims with complete documentation and low complexity were processed in the same sequence as disputed, high-complexity claims, as no mechanism existed to differentiate between them. Fraud review outcomes varied by adjuster rather than by claim characteristics, resulting in inconsistent detection across the claims portfolio.
The Audit
A review of the claim lifecycle, from initial submission through disbursement, was conducted across all three intake channels. The following operational patterns were identified:
Systemic Patterns
- Phone, email, and web portal claims were routed to independently managed queues, with no shared prioritization framework across channels
- Adjusters manually re-entered data already present in submitted photographs, police reports, and medical records prior to initiating claim review
- Claims with complete documentation and low complexity were processed within the same first-in, first-out sequence as complex, disputed claims
- Claim notes, supporting documentation, and payout determinations resided in separate systems, requiring adjusters to consult each independently
- Fraud review outcomes depended on adjuster assignment rather than standardized claim criteria, resulting in inconsistent detection across the portfolio
- Claims leadership lacked continuous visibility into claims aging and backlog by category, resulting in reactive rather than proactive staffing decisions
The organization's requirement was not increased adjuster throughput. It required a system in which every claim - regardless of intake channel - arrived pre-organized, appropriately prioritized, and consistently screened.
The Architecture
The Claims Triage System operates on top of the intake channels, claims system, and payout system the organization already maintains, and produces a single, prioritized claims queue. No existing system is replaced.
Omnichannel Intake Normalization
Every claim submission, regardless of channel, is converted into a single record with a unified claim identifier at the point of creation, consolidating three independent queues into one.
Document Extraction
Photographs, police reports, medical records, and repair estimates are processed automatically. Structured data fields are extracted and populated directly within the claims management system prior to adjuster review.
Complexity-Based Triage
Each claim is evaluated for clarity and complexity - coverage alignment, documentation completeness, claim value, and consistency between the claim narrative and supporting evidence - and routed to an appropriate queue accordingly, rather than processed strictly in order of receipt.
Standardized Fraud Scoring
Every claim is evaluated against a consistent fraud-risk model, independent of adjuster assignment, surfacing patterns for review rather than relying on individual adjuster judgment to identify them.
Unified Claim Record
Intake data, documentation, claim history, triage rationale, fraud review status, notes, and payout determinations are consolidated within a single record, accessible to the assigned adjuster without requiring reference to separate systems.
How the System Operates
Triage and fraud scoring inform adjuster action - the system organizes and flags, a person decides and authorizes.
- Fraud scoring functions as a flag for review, not an automated determination - every fraud-related outcome requires human confirmation
- Payout authorization remains with the assigned adjuster; the system organizes and prioritizes claims but does not authorize disbursement
- Complex and disputed claims are routed to senior adjusters, consistent with existing escalation protocols
Claim Lifecycle - Single Record Across Channels
- 1Claim submitted (telephone, email, or web portal)
- 2Documentation extracted and populated
- 3Triage and fraud-risk score assigned
- 4Adjuster review and payout authorization
Fraud-related outcomes require human confirmation.
Implementation
| Stage | Focus | Key Results |
|---|---|---|
| Stage 1 | Intake mapping | All three intake channels and associated queues were mapped to identify points of operational delay |
| Stage 2 | Unified queue deployment | Phone, email, and web portal claims were consolidated into a single, prioritized queue |
| Stage 3 | Document extraction and triage deployment | Automated extraction and complexity-based triage were deployed on the unified queue, reducing manual data entry and separating claims by complexity |
| Stage 4 | Fraud scoring and backlog visibility | Standardized fraud scoring was deployed across all claims; real-time aging and backlog reporting became the standard operational view for claims leadership |
Ownership
The organization retains its existing intake channels, claims management system, and payout system. The Claims Triage System introduces the connecting infrastructure: the unified queue, extraction and triage logic, fraud scoring, and backlog visibility - fully documented and available for internal review.
A single, prioritized claims queue spanning all intake channels
Triage and fraud scoring logic, documented and available for review by claims leadership
A unified claim record consolidating history, documentation, and payout status
Real-time backlog and aging visibility to support staffing decisions
Operational Impact
Adjusters no longer allocate initial claim-handling time to manual data entry; claim files arrive pre-organized, with documentation processed and priority assigned. Claims with complete documentation are resolved on a same-day basis, independent of queue position relative to more complex claims. Fraud review outcomes are no longer dependent on adjuster assignment. Claims leadership now maintains continuous visibility into portfolio backlog, replacing retrospective reporting with proactive operational planning.