In pharma and life sciences, traceability is part of the product: every adverse event report has deadlines, every batch needs reviewed documents, every task needs documented training. Computerised systems must be validated. Agents fit here when they are built exactly that way: with an audit trail, versioned prompts and documented tests.
Industry 10/103 example agentsAutonomy level L3–L4
Example agents
Three agents that take over work here
Examples from typical workflows, not client references. Which agents pay off for you is shown by assessing your own processes.
01
The pharmacovigilance intake agent
Drug safety · case intake
Reads incoming reports from email, call centre notes and literature, identifies potential adverse event cases, checks the minimum criteria, enters the data as a draft in the safety database and starts the clock.
Autonomy level
L0
L1
L2
L3
L4
Start L3 · Assisted agents
Draft entry at L3; drug safety owns assessment and reporting.
When in doubt, treat as a potential case; no causality assessment, no submission to authorities, every entry with its source.
Human in the loop
Drug safety specialists assess every case and decide on reporting.
What to measure
Time to entry · missed cases in sampling · deadline adherence
02
The batch documentation agent
Quality assurance · release
Checks certificates of analysis and batch records against specifications, spots missing signatures, deviations and out-of-spec values and gives quality assurance a checklist with references.
Autonomy level
L0
L1
L2
L3
L4
Start L3 · Assisted agents
Pre-review at L3; batch release stays with the responsible person.
Systems
LIMSQMSERPDMS
Guardrails
Read-only access, no release and no status change, every finding with its document reference.
Human in the loop
Quality assurance reviews the findings and releases or blocks the batch.
What to measure
Review time per batch · findings after release · release lead time
03
The training records agent
Quality management · people
Matches roles, SOP versions and training status, assigns due training, reminds employees and managers and produces the evidence for audits and inspections.
Assignment and reminders at L4; exceptions such as task restrictions for missing training at L3.
Systems
LMSQMS · SOP managementHR systemMicrosoft 365
Guardrails
No performance assessment of employees, training data only, works council involved.
Human in the loop
Quality management decides on task restrictions; managers resolve backlogs.
What to measure
Training compliance per role · overdue trainings · audit findings
Framework
What to factor in for this industry
GxP and validation: Computerised systems in GxP environments are validated, for example following GAMP 5. For agents that means versioned configuration, documented evals and an audit trail that evidences every step.
Pharmacovigilance: Reporting duties and deadlines lie with the marketing authorisation holder's responsible persons. The agent helps not to miss a case or a deadline; it does not report on its own.
Data: Health data in adverse event reports is a special category under Art. 9 GDPR; training data is employee data and needs co-determination.
Note, not legal advice: whether a specific use falls under these rules is for you and your legal counsel to decide. We provide the technical facts for it, from the agent profile to the audit trail.
