cluagents.com

🛡️ P&C Insurance · Multi-agent swarm

P&C Claims Intake and Triage Automated: FNOL to Adjuster Queue in Under 30 Minutes

Autonomous Claims Intake — From First Notice to Adjuster Queue. In Minutes.

98% of claims routed in under 30 minutes. Zero manual triage. Adjusters focus exclusively on complex, high-value cases.

Solution design · numbers modeled on the operation described

<30 min
Intake cycle time (was 2–5 days)
98%
SLA compliance (was ~40%)
531%
Monthly ROI
Highly-skilled adjusters were functioning as data routers, delaying SLAs and inflating costs. CLU eliminated the manual gap entirely — 98% of claims are now routed in under 30 minutes, and adjusters focus exclusively on complex, high-value cases.

// the problem

Claims arrive via email and form submissions but require 2–5 days of manual triage. Skilled adjusters waste time extracting claimant data, checking policy coverage, assigning severity, and routing to the correct queue — a purely administrative task that delays SLA compliance and inflates costs. Approximately 40% of claims miss the 30-minute SLA target. SLA breaches incur penalties. The irony: the most expensive people in the operation are doing the most mechanical work.

// what CLU does

A five-agent swarm orchestrates the entire claims intake lifecycle autonomously. Every step — from data extraction to policy verification, severity assignment, routing, acknowledgment, and compliance logging — runs without human intervention. CLU never decides coverage unilaterally: policy gaps automatically escalate to a senior adjuster. 98% of claims are routed in under 30 minutes with zero hallucinations.

// the agents, in order

  1. 1
    NLP Parsing Engine
    Extracts claimant name, policy number, date of loss, loss type, and contact info from emails and forms in real time — zero manual data entry
  2. 2
    Policy Verification Agent
    Queries Policy Admin API to verify active coverage — gaps are immediately flagged and routed to senior adjuster, CLU never decides coverage unilaterally
  3. 3
    Severity & Routing Agent
    Assigns CAT or non-CAT severity, routes to correct adjuster queue by loss type and geography, creates claim record automatically in Claims System
  4. 4
    Acknowledgment Agent
    Sends claimant acknowledgment within 15 minutes — episodic memory flags recurring claim patterns at specific policy types for proactive risk alerts
  5. 5
    Compliance Audit Agent
    Logs every action in immutable Compliance Audit DB with full JSONB timestamped event trail — every decision documented and ready for regulatory review

// systems it talks to

  • Email / Form
  • NLP Parsing Engine
  • Policy Admin API
  • Claims System API
  • Adjuster Queue
  • Slack Alert
  • Compliance Audit DB

// the economics

$5,301 net gain/month · $6,300 eliminated costs vs. $999 investment · 42 hrs/mo triage labor eliminated

// CLU · the agent factory

Is your operation like this one?

Describe it in your own words on the home page. CLU draws your process as an operation map, with the agents, the systems and an estimate for your volume.

// more cases in P&C Insurance

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