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Insurance AI Agent Testing185 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 scenarios

Claims intake, processing, disputes, and resolution workflows

claims workflows

15

claims handling expanded

12

claims handling

3

Underwriting

22 scenarios

Risk assessment, policy issuance, and underwriting decisions

underwriting

22

Regulatory Compliance

18 scenarios

State regulations, DOI requirements, and compliance controls

regulatory compliance

18

Commercial Lines

18 scenarios

Business insurance, workers comp, D&O, EPLI, and commercial auto

commercial lines expanded

10

commercial lines

8

Personal Lines

15 scenarios

Auto, home, renters, umbrella, and personal property coverage

personal lines

15

Digital Self-Service

14 scenarios

Photo estimation, telematics, parametric triggers, and digital FNOL

digital self service

14

Health Insurance

14 scenarios

COBRA, prior auth, formulary, EOB, and mental health parity

health insurance

14

Fraud Detection

13 scenarios

Fraud indicators, investigation, and SIU referrals

fraud detection

13

Life & Annuity

13 scenarios

Life insurance, annuities, beneficiary changes, and policy servicing

life and annuity

13

Fraud Prevention

13 scenarios

Transaction fraud, account takeover, and chargeback disputes

fraud detection

13

Producer Operations

10 scenarios

Licensing, commissions, appointments, and agency management

producer operations

10

Quoting & Binding

9 scenarios

Quote comparison, underwriting questions, and coverage binding

quoting and binding

6

quoting flow

3

Compliance

3 scenarios

compliance

3

Policy Questions

3 scenarios

policy questions

3

Retention

3 scenarios

retention

3

Example Scenario

Small business owner needs commercial auto quotehard

A small business owner with a fleet of delivery vehicles needs a commercial auto insurance quote. Tests commercial lines knowledge and needs assessment.

Subcategory: quoting flow

Coverage Stats

185
Total Scenarios
18
Subcategories
65
Hard Scenarios
9
Adversarial

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