Insurance

Insurance AI agents built for claims, underwriting, and risk workflows.

Quote Capacity

+30-40%

Increase per underwriter

Risk Review

-70%

Reduced from 14 days to 4 days

Customer Complaints

-65%

Reduction in claims-related complaints

Why Insurance

Agents that understand operational reality

Insurance organizations need more than basic data extraction. They need agents that can assess risk, triage claims, manage complex policy endorsements, and identify sophisticated fraud patterns across multiple lines of business.

Agent Catalog

Explore the full agent catalog

Click any agent below to expand its full capabilities and impacts. Each agent integrates into your existing systems — no new software to learn.

Layer 1

Claims Adjudication & Triage

Claims processing has traditionally been a highly manual, friction-laden operation requiring back-and-forth communication, physical document verification, and subjective human triage. AI agents now streamline this entire lifecycle from First Notice of Loss (FNOL) through to final financial settlement, operating at a scale and speed unattainable by human teams.

Instantly ingests and classifies unstructured data from disparate sources — emails, handwritten claim forms, photographs of damage, police reports, PDFs. Uses machine learning-based OCR and layout detection to extract critical entities: policyholder information, dates of loss, granular damage descriptions. Converts unstructured noise into structured, database-ready entries automatically.

The Difference It Makes

  • Reduces intake time from hours to minutes
  • 96% of FNOL filings handled without human involvement
  • Eliminates hours of manual data entry and reduces intake errors

Evaluates the severity and complexity of every incoming claim using a mathematical scoring model. Cross-references claim details with policy limits, deductibles, and specific endorsements. Routes low-complexity claims to straight-through automated processing and complex claims to the most appropriate human adjuster based on their expertise.

The Difference It Makes

  • 6x faster triage than manual processes
  • 30% improvement in routing accuracy
  • Complex case liability assessment times cut by up to 23 days

For routine, low-complexity claims autonomously executes the entire settlement workflow. Verifies coverage, calculates payout, generates settlement documentation, and issues payment — all without human review. Settlement is completed within hours of claim submission.

The Difference It Makes

  • Settlement time reduced from weeks to hours
  • 65% reduction in customer complaints about claims handling
  • Millions saved annually through automated routine processing

Generates empathetic, personalized claims status communications to policyholders throughout the claims lifecycle. Keeps claimants informed at every stage without requiring human drafting. Handles multi-channel communication — email, SMS, portal messages.

The Difference It Makes

  • 65% reduction in customer complaints related to claims handling
  • Eliminates the fragmented customer communication that drives dissatisfaction
  • Automated drafting of tens of thousands of messages daily

After a claim is settled, this agent analyzes the claim file to identify whether a third party bears legal or financial responsibility. Flags subrogation opportunities automatically and initiates and manages the pursuit process, drafting demand letters and tracking responses.

The Difference It Makes

  • Captures revenue that would otherwise be left on the table
  • Automates subrogation identification across Auto, Property, and Liability
  • Reduces the manual investigation required to find recovery opportunities

Layer 2

Underwriting & Risk Profiling

In commercial, specialty, and marine lines, underwriting is heavily reliant on processing vast technical documentation. AI agents function as Underwriting Copilots, fundamentally transforming intake, assessment, and quotation.

Builds comprehensive risk profiles by cross-referencing ingested submission data against proprietary guidelines. Pulls data from satellite imagery, IoT telematics, vehicle records, weather databases, and registries. Generates a clean, structured, underwriter-ready summary brief with flagged exceptions.

The Difference It Makes

  • 30–40% increase in quote capacity per underwriter
  • 70% reduction in risk review time
  • Underwriters focus on strategic risk judgment instead of administrative data gathering

Uses customer/broker input with underwriting rules to calculate premium and coverage options. Generates a fully personalized quote in real time and enables immediate policy binding including payment confirmation and documentation generation.

The Difference It Makes

  • Entire quote-and-bind flow handled in under 90 seconds for straightforward risks
  • Eliminates days-long back-and-forth communication
  • Dramatically increases online conversion rates for personal and simple commercial lines

Layer 3

Fraud Detection & Investigation

Traditional fraud detection relies on static, rule-based alerts that sophisticated actors easily bypass. AI fraud agents continuously monitor transaction patterns, historical claims data, and external data lakes to uncover complex fraud networks in real time.

Analyzes every incoming claim against historical patterns, public records, and external data. Detects subtle inconsistencies using NLP and uses document image analysis to spot forged documents or fabricated records. Flags high-risk claims for Special Investigative Unit (SIU) review with full context.

The Difference It Makes

  • 69% acceptance rate on AI-flagged claims (vast majority worthy of investigation)
  • Billions in claims fraud identified annually
  • Catches complex fraud patterns that evade traditional rule-based filters

Uses OCR and machine learning to verify identity documents submitted during onboarding or claims. Detects synthetic identities and analyzes images for signs of digital alteration. Cross-references against third-party verification databases.

The Difference It Makes

  • Stops identity fraud at onboarding before policies are created
  • Prevents payouts on claims supported by fabricated documents
  • Reduces manual document review overhead during KYC/AML checks

Layer 4

Customer Service & Policy

AI agents manage policyholder interactions, handling everything from routine queries to complex endorsements, operating 24/7 without call center queuing.

Conducts interactive natural language conversations with customers. Answers policy questions, explains coverage, provides claims status, and generates personalized quotes. Processes FNOL and handles policy changes natively.

The Difference It Makes

  • 90% resolution rate on customer service interactions at major carriers
  • Quotes generated in under 90 seconds
  • 96% of FNOL filings processed without human involvement

Processes requests to add drivers, change addresses, update vehicles, or modify limits. Validates requested changes against rules, executes the endorsement in the policy admin system, and issues updated documentation automatically.

The Difference It Makes

  • Instantly processes high-volume repetitive endorsement transactions
  • Frees service staff for complex advisory interactions
  • Reduces turnaround time for common policy updates from days to seconds

Tracks renewal dates and automatically generates quotes based on current risk and market pricing. Identifies policyholders at high risk of non-renewal, triggering targeted retention interventions like coverage reviews and personalized offers.

The Difference It Makes

  • Significant reduction in policy lapse rates
  • Automates the entire routine renewal dialogue without human intervention
  • Protects revenue that would otherwise be lost to inadequate early engagement

Monitors payment schedules, sending personalized reminders before due dates. Identifies non-pay cancellation risks early and initiates structured collections workflows for delinquent accounts, escalating only when required.

The Difference It Makes

  • Reduces premium non-payment and associated revenue loss
  • Intervenes early on high-risk accounts to prevent cancellation
  • Eliminates labor-intensive manual collection workflows

Layer 5

Sales & Onboarding

Agents that accelerate the onboarding funnel, assist human brokers during live interactions, and slash policy issuance times from days to minutes.

Handles the complete new customer onboarding workflow autonomously. Scans identity documents, conducts KYC checks against databases, completes full data entry into the administration system, and issues the policy and all onboarding documentation.

The Difference It Makes

  • Policy issuance reduced from days to minutes
  • 20–40% reduction in onboarding costs
  • Eliminates data entry errors that cause downstream billing/claims issues

Operates as a real-time assistant during sales interactions. Surfaces personalized product recommendations, answers complex coverage questions instantly to avoid putting customers on hold, identifies cross-sell opportunities, and automates post-call CRM logging and follow-ups.

The Difference It Makes

  • 30% cross-sell lift in documented deployments
  • 15% productivity gain per agent
  • Drastically reduces time spent searching for information during calls

Layer 6

Actuarial & Pricing

Break the spreadsheet bottleneck. Agents automate data preparation and deploy rate adjustments in milliseconds using transparent, auditable models.

Automates the extraction of mortality data, historical claims info, and financial metrics from legacy systems. Reconciles discrepancies between systems and consolidates decades of actuarial data into normalized datasets.

The Difference It Makes

  • Eliminates manual data gathering that delays actuarial workflows for weeks
  • Allows actuaries to focus strictly on complex analysis rather than cleanup
  • Delivers high-integrity foundational data for immediate consumption

Uses transparent machine learning models to compute pure premiums and optimize rate strategies. Combines risk forecasting with demand to balance accuracy and competitiveness. Deploys adjustments in seconds and returns quotes in milliseconds.

The Difference It Makes

  • Adapt pricing up to 10x faster than traditional spreadsheet-based workflows
  • Enables auditable compliance with regulatory explainability requirements
  • Replaces slow, opaque pricing models with agile cloud engines
Deployed in Days
Works With Existing Systems
Measurable ROI
24/7 Autonomous Operation
Start Here

Map your insurance workflow before you automate it.

Start with a workflow audit to identify where agentic systems should operate autonomously (like routine FNOL), where human review stays in place (like complex liability), and which use cases generate the fastest operational return.