Insurance Claims Triage and Leakage Analysis
An insurer must settle valid claims fairly and promptly while directing complex, unusual or suspicious cases to qualified review. If the triage route is too permissive, avoidable payment and recovery losses can accumulate. If it is too restrictive, legitimate customers face delay, repeated evidence requests and inconsistent decisions.
Marketways reconstructs the full claims journey, identifies claim-level and portfolio-level sources of leakage, and designs routes that reflect unequal decision errors. The analysis shows which claims suit straight-through handling, expert review or investigation and what evidence should change that route.
Define the purpose and authority of each route
Claims triage does not decide every aspect of a claim. It decides which route should handle the case and what review that route requires.
Marketways defines the conditions for straight-through processing, specialist assessment and investigation. The definition includes policy terms, evidence completeness, value, uncertainty, customer consequence and the authority available within each route.
This separation prevents a triage score from becoming an unreviewed coverage, fraud or settlement decision. It also establishes the outcome against which routing quality can be evaluated.
Reconstruct the complete claim journey
Claim records, documents, estimates, referrals, repairs, payments and recoveries describe different stages of one case. A step-level analysis can miss repeated requests, unexplained loops or controls that staff bypass under pressure.
Marketways uses process mining to reconstruct the actual sequence and compare it with the approved route. We retain timestamps, decision owners, evidence available and the reason for each deviation.
The journey shows where delay and rework arise. It also distinguishes a necessary exception from a process failure before management removes the deviation or converts it into an alert.
Separate coverage uncertainty from evidence incompleteness
A claim may be unusual because the event falls near a policy boundary or because the required evidence has not yet arrived. These conditions require different responses.
Marketways maps policy terms, event facts and evidence status separately. We identify which missing item can resolve the question and whether the insurer or claimant can reasonably obtain it.
This structure avoids repeated generic document requests. It also prevents an incomplete file from being treated as evidence that the claim is invalid or suspicious.
Define leakage beyond suspicious claims
Claims leakage is avoidable economic loss in the handling and settlement process. It may arise from duplicate payment, unsuitable estimates, inconsistent policy interpretation, missed recovery, provider behaviour or weak process control.
Marketways links claim-level evidence with portfolio patterns. We compare providers, repair items, adjusters, timing, payment, subrogation and subsequent outcomes while preserving the policy and event that justify each comparison.
The analysis therefore examines operational leakage as well as suspicious claimant behaviour. It does not equate every unusual payment with fraud.
Account for delayed and incomplete outcomes
Open claims do not yet reveal their ultimate cost, recovery or customer outcome. Recently reported cases also have less time to develop than older cases. A model that treats current values as final can misclassify both severity and leakage.
Marketways represents reporting and settlement delay explicitly. We use paid, incurred and development information appropriate to the decision and retain uncertainty for unresolved cases.
This discipline prevents early triage success from being judged through incomplete outcomes. It also supports fair comparison across claim cohorts with different development periods.
Use network evidence without treating association as guilt
Repeated relationships among claimants, providers, vehicles, repair items or payment destinations can reveal coordinated behaviour or a weak control. However, a shared provider or contact detail may also have a legitimate explanation.
Marketways uses network and anomaly analysis to identify cases for investigation. Reviewers receive the specific connections, chronology and comparison group behind the alert.
The relationship supports inquiry, not an allegation. Authorised investigators determine whether the pattern reflects fraud, provider practice, data duplication or ordinary business.
Set thresholds through unequal error costs
Sending every uncertain claim to investigation overwhelms specialists and delays valid settlement. Allowing every apparently routine case to proceed can increase leakage and weaken control.
Marketways models the expected consequence of each routing error. We consider claim value, customer harm, review capacity, investigation cost and the likely benefit of additional evidence.
Thresholds can differ by route and claim context. One overall accuracy figure cannot show whether the system handles the most consequential cases well.
Preserve human judgement and explain overrides
Claims handlers may override a route because they possess evidence absent from the model, recognise a policy nuance or respond to operational pressure. An override rate alone cannot establish whether the model or employee was right.
Marketways records the reason, evidence and subsequent outcome. We examine whether disagreement concentrates by product, provider, team or condition.
The findings may justify revised thresholds, better guidance, model remediation or stronger expert discretion. The purpose is to improve the decision, not force agreement with automation.
Use Agentic AI to assemble evidence and maintain the audit trail
A claim handler may need policy wording, documents, estimates, prior contacts and provider records before selecting the next action. Manual retrieval can delay the claim and omit relevant context.
An Agentic AI workflow can gather authorised sources, verify evidence status, construct the chronology and route the case under approved rules. It may prepare a request for a specific missing item or a cited summary for the responsible reviewer.
The workflow must record each source, tool action and change to the claim record. It must not infer fraud, deny coverage or alter policy interpretation outside delegated authority.
Evaluate customer, control and financial outcomes together
A faster average settlement can conceal delayed difficult claims. A reduction in referrals can also conceal leakage that remains undiscovered because fewer cases receive review.
Marketways evaluates settlement time, referral yield, leakage, reopened cases, complaints, recoveries and decisions overturned after review. We preserve difficult but valid cases and use controlled sampling outside the model-selected population to estimate missed leakage.
The assessment shows whether the route improves timely valid settlement without weakening control. Neither speed nor detected savings should be judged alone.
A repair claim illustrates the routing decision
Suppose a motor claim contains a common damage description and a complete initial document set. Straight-through processing appears appropriate.
Portfolio analysis may show that the repair estimate repeats an unusual item pattern associated with one provider. The claim should not be rejected on that association. Instead, the workflow can retrieve comparable estimates and route the case to a qualified reviewer with the relevant evidence.
If review confirms a legitimate repair, the claim proceeds without a fraud label. If it identifies systematic overstatement, management can address the provider pattern rather than treat each payment as an unrelated case.
How Marketways develops the claims route
Marketways reconstructs the full claims journey, separates policy questions from evidence gaps and identifies operational, provider and claim-level leakage. We define routing thresholds, authority, human review and evaluation around the consequence of each decision.
The engagement may combine Risk Detection, Process and Workflow Analysis and Redesign and Process Mining. Management receives transparent routes, investigation evidence, override analysis and measures that connect settlement quality with leakage control.