Use Case 12: Demand Package Risk Scoring

Overview: Scores demand packages for severity and litigation risk.

Settlement demands represent one of the most pivotal—and often most misunderstood—moments in the claims lifecycle. They typically arrive deep into the claim, carrying medical narratives, billing histories, and legal arguments that can dramatically shift exposure. Much of this information lives inside dense, unstructured sources such as demand packages, medical summaries, attorney letters, treatment timelines, and billing sheets.

During this stage, critical severity indicators, inconsistencies, and narrative gaps can easily be missed—especially when adjusters are managing high caseloads or facing tight response deadlines. When these signals go unnoticed, it can lead to inflated exposure, delayed negotiations, inappropriate reserving, and unnecessary escalation toward litigation.

The Goal

to ensure adjusters never treat settlement demands as mere paperwork, but as critical decision points that shape claim exposure, negotiation strategy, and final outcome. By identifying hidden inconsistencies, early severity signals, prior settlement strategies vs outcomes and pattern-based indicators the moment a demand arrives, insurers can respond with clarity, set reserves accurately, and negotiate from a position of strength. In short, early insight into settlement demands = fewer surprises, fairer settlements, and stronger control over financial and litigation risk.

Role

Claims Negotiator

Trigger

Receipt of demand letter

Opportunity

Improve settlement strategy

Before Charlee

Subjective demand review

With Charlee

Objective demand risk scoring

Product Used: 4SeeCharlee, DocuCharlee, AskCharlee

Value Proposition

• Charlee’s insights platform addresses settlement demands as very critical to intervene in the right time.
• Anticipating High-Exposure Moments: Certain demands—especially those tied to strict deadlines or policy limits—are early warning signals of potential litigation or bad-faith exposure. Spotting these signals upfront allows adjusters to respond deliberately rather than reactively.
• Preventing Litigation and Bad-Faith Landmines: Time-limited demands like Stowers and Holt, or Civil Remedy Notices can escalate rapidly if mishandled. Real-time identification helps adjusters loop in legal teams early, meet statutory requirements, and avoid preventable lawsuits.
• Precision Prioritization When It Matters Most: Among thousands of open claims, only a handful carry outsized risk. This KPI picks up those high-stakes files—helping adjusters allocate attention where the financial, legal, and reputational consequences are greatest.
• Smoother, Faster Legal Coordination: Early visibility into policy-limit demands ensures seamless collaboration across adjusters, supervisors, coverage counsel, and defense teams. Everyone gets aligned before deadlines tighten and exposure grows.
• Built-In Compliance and Defensibility: Regulators, auditors, and courts closely examine how carriers respond to time-bound demands. Automated tracking creates a defensible trail of timely actions, eliminating the risk of “we didn’t see it” errors.

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Financial Impact

• Loss Ratio Impact: 0.5–1.5 pt reduction
• Leakage Avoided: $10K–$50K per demand
• Reserve Accuracy: 6–9% improvement