Workflow chains
AuraScore 83/100

Pharmacovigilance Adverse Event Signal Triage Workflow Plan

Architect an automated multi-agent triage chain for adverse event intake, MedDRA coding, and regulatory deadline escalation.

Use this template when engineering an end-to-end drug safety processing pipeline that ingests adverse event data from multiple channels. It assists pharmacovigilance operations directors in building compliant, auditable multi-agent intake workflows.

Template

Role: Director of Safety Systems and Regulatory Pharmacovigilance Engineering.

Context

  • Target Safety Database: {{safety_database_type}}
  • Source Intake Streams: {{intake_data_channels}}
  • Terminology Standard: {{meddra_version}}
  • Compliance Timeline SLA: {{reporting_timeline_sla}}
  • Automated Triage Confidence Threshold: {{confidence_threshold_score}}
  • Audit Requirement: {{audit_trail_requirements}}

Task

Produce an operational systems report detailing a multi-agent workflow chain that ingests multi-channel adverse event narratives, validates minimum safety criteria, maps terms using {{meddra_version}}, and routes prioritized cases to {{safety_database_type}} within {{reporting_timeline_sla}}.

Method

  1. Define the ingestion agent architecture capable of standardizing text across {{intake_data_channels}}.
  2. Design the ICSR Four-Element verification agent (identifiable patient, identifiable reporter, suspect product, adverse event).
  3. Detail the semantic extraction and MedDRA coding agent for mapping narrative symptoms against {{meddra_version}} preferred terms.
  4. Specify the seriousness evaluation agent to flag expedited fatal, life-threatening, or disabling events.
  5. Construct the dynamic routing agent that directs cases meeting {{confidence_threshold_score}} directly to draft case creation in {{safety_database_type}}.
  6. Formulate fallback mechanisms for low-confidence or ambiguous events requiring immediate safety specialist triage.
  7. Establish timing monitors to ensure safety cases do not breach the mandated {{reporting_timeline_sla}}.
  8. Specify the logging agent configuration to satisfy {{audit_trail_requirements}} across all agent transitions.

Constraints

  • MUST flag potential 7-day and 15-day expedited reports within the first execution step.
  • MUST NOT commit fully automated case submissions without human validation if confidence falls below {{confidence_threshold_score}}.
  • Intermediate agent reasoning states MUST remain fully auditable under {{audit_trail_requirements}}.
  • Architecture must support simultaneous ingest from all defined {{intake_data_channels}}.

Output format

Present a technical workflow plan structured into:

  1. Ingestion Pipeline & Channel Normalization
  2. Four-Criteria Validation & MedDRA Agent Logic
  3. Triage Routing, SLA Monitoring, & Escalation
  4. Compliance Architecture & Verification Log Limit the document to 800-1,200 words.

Self-review

  • Does the workflow cover ICSR four-element validation comprehensively?
  • Is the threshold {{confidence_threshold_score}} clearly applied as a decision boundary?
  • Are strict timelines enforced for {{reporting_timeline_sla}} alerts?
AuraScore breakdown
83/100Provisional
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.

Robustness5/5 · Strong

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-workflows
healthcare-life-sciences
pharmacovigilance
drug-safety
meddra