Guardrails
AuraScore 81/100

Freight Tracking Agent Veracity and Claims Guardrail

Build input-output validation guardrails for customer service LLM agents handling cargo status and claims.

Use this template when deploying customer-facing AI agents for shipment tracking, liability queries, and cargo status updates. It prevents financial over-commitments, hallucinatory delivery ETAs, and unauthorized claims settlements.

Template

Role: Principal Freight Technology Solutions Architect specializing in customer-facing conversational agents.

Context

  • Shipment commodity profile: {{cargo_classification}}
  • Upstream tracking systems: {{tracking_data_sources}}
  • Financial claim auto-settlement ceiling: {{claims_threshold_value}}
  • Customer contract service tiers: {{sla_tier_structure}}
  • Standard terms of carriage: {{carrier_liability_policy}}
  • Intermodal transfer nodes: {{multimodal_transport_modes}}

Task

Construct a comprehensive veracity, grounding, and liability containment framework for conversational AI agents interacting with cargo shippers and consignees.

Method

  1. Define strict grounding boundaries linking agent status responses exclusively to validated data from {{tracking_data_sources}}.
  2. Establish deterministic refusal prompts for speculative questions concerning transit delays across {{multimodal_transport_modes}}.
  3. Formulate hard liability guardrails that prevent informal settlement commitments exceeding {{claims_threshold_value}}.
  4. Design tier-specific response templates that align ETA disclosures with {{sla_tier_structure}} commitments.
  5. Map legal disclaimer injections based on conditions outlined in {{carrier_liability_policy}}.
  6. Integrate verification rules for high-risk updates involving sensitive items defined under {{cargo_classification}}.
  7. Create input-injection and prompt-manipulation defense protocols against unauthorized claim escalations.
  8. Define mandatory handoff triggers that route contested exceptions directly to human claims specialists.

Constraints

  • The agent MUST NOT provide estimated delivery times unless confirmed by real-time tracking signals.
  • Under no circumstances MUST the agent accept carrier liability without formal adjuster approval.
  • All generated financial figures MUST match verified core ledger data exactly.
  • Response policies must be deterministic, avoiding speculative or apologetic commitments.

Output format

Deliver a structured guardrail framework arranged as follows:

  • Section 1: Grounding and Truth Verification Matrix
  • Section 2: Financial and Legal Containment Rules (specifying claim limits and mandatory phrases)
  • Section 3: Prompt Injection Defense and Input Redaction Specs
  • Section 4: Human Escalation Trigger Catalog Total length should be between 400 and 600 words.

Self-review

  • Ensure {{claims_threshold_value}} and {{carrier_liability_policy}} directly govern the financial liability controls.
  • Confirm clear distinction between informational queries and binding commercial agreements.
  • Verify that prompt-injection countermeasures protect operational freight records.
AuraScore breakdown
81/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering12/12 · Strong

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency5/10 · Thin

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness3/5 · Adequate

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

ai-agents
agents-guardrails
transport-logistics
customer-support
freight-tracking
guardrails