AI Agent for Insurance Claims Processing | Nagent
Nagent's agentic AI platform deploys a purpose-built AI agent for insurance claims processing that automates intake, document validation, fraud triage, and adjudication routing. Built on multi-agent orchestration, it connects to your existing systems and processes claims end-to-end — without replacing your adjusters.
How it works
- Define your claims workflow in Build Craft
Open Nagent's Build Craft environment and map your existing claims lifecycle — first notice of loss through settlement. Tag each decision node where automation can replace manual review. Build Craft surfaces coverage gaps and redundant handoffs automatically.
- Configure your intake agent with KARMIC
Use KARMIC, Nagent's knowledge and rules engine, to encode your policy logic, coverage rules, and compliance requirements. The intake agent reads structured and unstructured claim submissions — PDFs, emails, portal forms — and extracts key fields without manual data entry.
- Connect Smriti to your claims history and policy data
Smriti, Nagent's persistent memory layer, links the agent to your historical claims records, policy databases, and adjuster notes. This context lets the agent flag duplicate claims, identify patterns, and surface relevant precedents before a human ever opens the file.
- Activate multi-agent orchestration for triage and fraud detection
Nagent's multi-agent orchestration layer spins up specialized sub-agents for document authenticity checks, medical billing code validation, and fraud signal scoring — all running in parallel. Each agent reports back to a coordinating agent that assembles a complete risk profile for the claim.
- Route claims to the right adjuster or auto-adjudicate
Based on KARMIC rules and Smriti context, the orchestration layer either auto-adjudicates low-complexity claims or routes complex ones to the correct adjuster with a pre-built summary. Adjusters receive a structured brief, not a raw file stack.
- Deploy and monitor through Helix
Helix, Nagent's observability and governance layer, tracks every agent decision, flags confidence thresholds, and logs audit trails required for state regulatory compliance. You see exactly why each claim was routed or resolved — no black box.
- Iterate and expand without re-platforming
Once your core claims agent is live, use Build Craft to extend coverage to subrogation, appeals handling, or catastrophe event surges — without rebuilding from scratch. Nagent's modular architecture means each new workflow inherits your existing rules and memory.
Frequently asked questions
What does an AI agent for insurance claims processing actually do?+
It automates the end-to-end claims workflow — ingesting first notice of loss, extracting policy and claimant data, running fraud and coverage checks, and routing or resolving the claim. Nagent's agents handle both structured data and unstructured documents like medical reports and repair estimates.
How long does it take to deploy Nagent's claims processing agent?+
Most teams deploy a working claims intake and triage agent within days using Build Craft and pre-built insurance workflow templates. Full adjudication routing with KARMIC rule configuration typically takes two to four weeks depending on policy complexity and system integrations.
Does Nagent's AI agent replace human adjusters?+
No — it removes the manual, repetitive work so adjusters focus on judgment-heavy decisions. Low-complexity claims can be auto-adjudicated within defined KARMIC rules, while complex or high-value claims are routed to adjusters with a pre-built context brief from Smriti.
How does Nagent handle compliance and audit requirements for claims?+
Helix logs every agent decision, the rules applied, and the confidence score at each step — creating a complete, timestamped audit trail. This supports state-level regulatory requirements and internal compliance reviews without additional manual documentation.
Can Nagent integrate with our existing claims management system?+
Yes. Nagent connects to major claims management platforms, policy administration systems, and document repositories via API. Smriti can ingest historical claims data from your existing systems to give agents immediate context from day one.
How does multi-agent orchestration improve claims accuracy?+
Instead of a single model handling every check, Nagent deploys specialized sub-agents for fraud detection, document validation, and coverage matching — each optimized for its task. The coordinating agent synthesizes their outputs into a single, higher-confidence claim assessment.
Is Nagent's claims agent configurable for different lines of insurance?+
Yes. KARMIC allows you to encode line-specific rules for property, casualty, health, auto, or specialty lines independently. You can run separate agent configurations for each line of business within the same Nagent deployment.