Insurance AI Agent Testing — 185 Scenarios
Evaluate insurance AI agents on claims intake, underwriting rule validation, policy compliance, fraud red-flag detection, and regulatory disclosure requirements.
AI agents in the insuranceindustry handle some of the most consequential conversations in business. A wrong answer doesn't just frustrate a user — it can trigger compliance violations, financial losses, legal liability, or irreversible damage to customer relationships. Testing these agents with generic prompts misses the edge cases that matter most.
Agent Scrimmage evaluates insurance AI agents with scenarios grounded in real industry workflows, real regulations, and real failure patterns. Every scenario includes specific success criteria and failure indicators so scoring is objective, not subjective. The scenarios cover routine tasks, complex multi-step workflows, compliance-sensitive situations, and adversarial attempts to manipulate the agent.
Whether you're building a customer-facing chatbot, an internal workflow agent, or a hybrid that does both, Agent Scrimmage tells you exactly where it breaks — and generates the training assets to fix it.
What We Test in Insurance
Claims
30 scenariosClaims intake, processing, disputes, and resolution workflows
claims workflows
15claims handling expanded
12claims handling
3Underwriting
22 scenariosRisk assessment, policy issuance, and underwriting decisions
underwriting
22Regulatory Compliance
18 scenariosState regulations, DOI requirements, and compliance controls
regulatory compliance
18Commercial Lines
18 scenariosBusiness insurance, workers comp, D&O, EPLI, and commercial auto
commercial lines expanded
10commercial lines
8Personal Lines
15 scenariosAuto, home, renters, umbrella, and personal property coverage
personal lines
15Digital Self-Service
14 scenariosPhoto estimation, telematics, parametric triggers, and digital FNOL
digital self service
14Health Insurance
14 scenariosCOBRA, prior auth, formulary, EOB, and mental health parity
health insurance
14Fraud Detection
13 scenariosFraud indicators, investigation, and SIU referrals
fraud detection
13Life & Annuity
13 scenariosLife insurance, annuities, beneficiary changes, and policy servicing
life and annuity
13Fraud Prevention
13 scenariosTransaction fraud, account takeover, and chargeback disputes
fraud detection
13Producer Operations
10 scenariosLicensing, commissions, appointments, and agency management
producer operations
10Quoting & Binding
9 scenariosQuote comparison, underwriting questions, and coverage binding
quoting and binding
6quoting flow
3Compliance
3 scenarioscompliance
3Policy Questions
3 scenariospolicy questions
3Retention
3 scenariosretention
3Example Scenario
A small business owner with a fleet of delivery vehicles needs a commercial auto insurance quote. Tests commercial lines knowledge and needs assessment.
Coverage Stats
Test Your Insurance Agent
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