Pharma & Life Sciences

Move regulated work forward, with review built in.

Explore clinical operations, submissions and medical-legal review with validation and approval requirements defined for your organization.

The work to be done

Start with your team's constraints.

Patent cliff is real

Top-20 pharma faces ~$200B in revenue at risk through 2030.

MLR is the bottleneck

Medical-Legal-Regulatory review is choking commercial AI velocity and HCP engagement.

Submission complexity

FDA, EMA and PMDA expect ever-richer eCTDs.

GxP validation overhead

Weekend pilots can't graduate to GxP environments without traceable, validated workflows.

Data sprawl

Trial, RWD, omics, CRM and IRT data live in incompatible systems and across CRO partners.

Patient-data sovereignty

PHI and trial data cross borders, partners and contracts.

Illustrative agent workflows

What an agent could take on.

Examples for planning, not reported deployments or measured outcomes. Scope each workflow with your team, data and review requirements.

Literature & Competitive Intelligence Agent

Continuously monitors PubMed, conferences, ClinicalTrials.gov and patents.

Regulatory Authoring Agent

Drafts CTD modules, briefing books, IND/NDA sections and labeling updates with sentence-level source traceability.

Medical Affairs / MSL Copilot

Prepares HCP-ready content, answers off-label inquiries with on-policy disclaimers and logs interactions to Veeva.

MLR Pre-Review Agent

Pre-screens commercial content against claims libraries and references.

Clinical Operations Agent

Site selection, monitoring summaries, protocol deviation triage and CRO oversight across portfolios.

Pharmacovigilance Triage

Case intake, MedDRA / WHO-DD coding draft, seriousness assessment and prioritization for safety physicians.

Real-World Evidence Agent

Cohort discovery, feasibility and signal detection across RWD, EHR and claims data sources.

Market Access & HEOR Agent

Drafts payer dossiers, AMCP submissions and budget-impact narratives with traceable evidence.

Considerations

Requirements to assess

GxP assessmentValidation plan21 CFR Part 11 reviewAudit recordsHuman approvals
Systems

Potential integration points

Veeva (Vault, CRM, PromoMats)MedidataOracle Health SciencesIQVIASnowflakeDatabricksPubMed / Embase APIsClinicalTrials.gov
Resources

Resources for pharma & life sciences teams

Ready to operationalize your agents?

Talk to our team about a pilot on Synaptix Cloud or on-prem.