Evalgent

Voice agent testing for insurance

Evalgent handles voice agent testing for insurance before real policyholders call. Scenario coverage across FNOL, claims, policy servicing, and billing. Caller profiles that reflect real claimant diversity. Outcome verification against your claims and policy admin systems.

What insurance voice agents have to get right

Four structural realities that determine whether an insurance voice agent ships safely or fails publicly.

Information-gathering calls run long

FNOL intake can run 20+ minutes — loss details, dates, parties, photos, policy lookup. A voice agent has to stay on track, capture every required field, and recover gracefully when a claimant backtracks or adds detail late in the call.

Policy and claim numbers must be exact

Long alphanumeric policy and claim numbers are easy to mishear. One wrong digit routes a call to the wrong record. Extraction has to be tested against similar-sounding strings, accents, and noisy lines — not just clean demo audio.

Regulated language is mandatory

Insurance calls carry required disclosures and prohibited claims. The voice agent has to use approved wording every time, across every scenario. Saying it once in a demo is not the same as saying it reliably under real call conditions.

Distressed callers, verified outcomes

Claimants often call upset after a loss. The agent has to handle emotion and still file the claim correctly. Saying "claim filed" is not the same as creating the record — downstream state in the claims system has to be verified, not assumed.

How Evalgent tests insurance voice agents

Five capabilities insurance teams need before launching a voice agent — and depend on continuously after.

Scenarios tailored to insurance workflows

Pre-built scenario library for FNOL intake, claim status, policy servicing, billing, and renewals. Each scenario has explicit success conditions, required-disclosure checks, and downstream state verification.

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Caller profiles representing real claimant diversity

Profiles vary across seven dimensions — accent, speech pace, interruption level, latency tolerance, language, user behaviour, and voice gender, including distressed claimants. The full matrix runs against every scenario.

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Claims and policy admin outcome verification

Every scenario verifies downstream system state. Did the claim actually file? Did the coverage change apply in the policy admin system? Did the payment post and update the CRM? Transcript-only scoring isn't enough for insurance.

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Audit trail and evidence chain

Every evaluation produces a full record — scenarios tested, profiles used, metrics measured, individual call recordings, and reviewer signatures. The evidence chain is exportable and audit-ready.

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Regression testing before every release

Re-run the same evaluation suite after every prompt change, model swap, or knowledge base edit. Per-scenario deltas surface regressions before they reach policyholders.

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Use-cases of voice AI in insurance

Production use cases insurance teams ship voice agents for — from FNOL intake to renewals and cross-sell. Evalgent tests across every category.

Claims (FNOL)

  • First notice of loss intake
  • Claim status updates
  • Claim document collection
  • Claim triage and routing

Policy servicing

  • Policy quotes
  • Coverage changes
  • Beneficiary updates
  • Policy renewals
  • Cancellation requests

Billing & payments

  • Premium payment reminders
  • Payment processing
  • Lapse-prevention outreach
  • Autopay setup

Sales & onboarding

  • Lead qualification
  • Quote follow-up
  • New policy onboarding
  • Cross-sell and upsell

Support

  • Agent locator
  • Coverage questions
  • Complaint intake
  • Satisfaction surveys

Frequently asked questions

Know if your voice agent is ready for production