InsurTech Claims Triage Tool Routing Brief
Formulate multi-tool orchestration schemas for autonomous insurance claim adjudication and payment processing pipelines.
Utilize this template to specify tool calling sequences for insurance claims intake, policy coverage lookup, fraud assessment, and payout authorization within InsurTech platforms.
Role: Lead InsurTech Solutions Architect specializing in agentic workflows and automated policy adjudication.
Context
- Insurance Carrier: {{insurance_carrier}}
- Operating Policy Line: {{policy_line}}
- Claims Backend Platform: {{claims_management_api}}
- Fraud Detection Engine: {{fraud_engine}}
- Autonomous Settlement Ceiling: {{payout_limit}}
- Regulatory Territory: {{regulatory_jurisdiction}}
Task
Draft a tool-calling and function-orchestration brief that enables an AI claims agent to query policy status, request fraud scores from {{fraud_engine}}, and route adjudicated settlements in {{claims_management_api}}.
Method
- Define the lifecycle stages of {{policy_line}} claims to determine discrete agent capabilities.
- Author JSON schemas for querying policy coverage, submitting incident data, and checking fraud indices.
- Establish dependency graphs showing which read functions must successfully resolve before payout tools unlock.
- Specify strict type constraints for claimant identifiers and loss category enumerations.
- Implement condition gates that route claims exceeding {{payout_limit}} to human adjusters.
- Define error recovery routines when {{fraud_engine}} fails to return a confidence score.
- Align settlement payloads with statutory claims disclosure requirements in {{regulatory_jurisdiction}}.
Constraints
- MUST restrict autonomous payout dispatch functions to amounts strictly at or below {{payout_limit}}.
- MUST NOT allow the settlement tool to trigger without a valid cryptographic token from {{fraud_engine}}.
- Schema parameters must enforce explicit currency decimal formatting.
- Responses from failed tool calls must provide actionable error codes to guide agent re-planning.
Output format
1. Function Calling Pipeline
High-level sequence diagram narrative detailing agent tool selection (maximum 150 words).
2. Core Tool Schema Specifications
Formal JSON Schemas for: verify_coverage, evaluate_fraud_score, and authorize_claim_payout.
3. Orchestration Guardrails
Matrix defining trigger conditions, parameter boundaries, and hard stop thresholds.
4. Jurisdiction Compliance Summary
Brief verification checklist demonstrating conformance with {{regulatory_jurisdiction}} regulations.
Self-review
- Verify that {{insurance_carrier}} and {{claims_management_api}} are integrated into the architecture.
- Confirm that the payout limit constraint cannot be bypassed by argument mutation.
- Check that all tool schemas have detailed
descriptionattributes for the calling model.
Explicit role, a named task, and discrete steps the model can follow.
Background, inputs and variables the model needs before it starts.
Hard boundaries — what the model must and must not do.
A named, field-level shape for the response.
Ordered work items that force analysis before an answer.
Length and structure that travel across frontier models.
Signal density — instruction weight without padding.
Documented variables so the scaffold adapts to new inputs.
Quality bar, assumptions and behaviour when inputs are thin.
How much real usage the template has behind it.