All industries

Every dossier filed, every batch reviewed, every safety case reported on time.

AI Agents across regulatory, quality, pharmacovigilance, medical information and supply.

WHY AUTOMATION FITS PHARMACEUTICALS

Streamline pharma workflows, from batch records to safety reports.

Batch reviews, regulatory submissions and safety reporting depend on complete, consistent documentation. Teams still spend hours gathering records, checking data and preparing files across systems.

Our AI agents automate that work end-to-end within your RIM, QMS, safety database and ERP, flagging gaps and preparing documentation for expert review. Release decisions and clinical assessments stay with qualified professionals.

  1. File & maintainDossiers assembled, variations classified, renewals tracked in every market
  2. Review & releaseBatch records checked, deviations investigated, CAPA tracked to closure
  3. Report & answerSafety cases coded and submitted, medical inquiries answered from approved content

WHAT WE DO FOR PHARMACEUTICALS

Faster batch release, regulatory filings on time.

Agents assemble each submission and report. Your experts decide.

Production volume · EU pharma vs all manufacturing, 2022 to 2025Pharma output up 28%, manufacturing down 2%. Every batch adds records to review.
  • Pharmaceuticals +28%
  • All manufacturing -2%
100130160
2022202320242025
Quality Assurance & GMP · automation potential
70–80%
Manufacturing, Supply Chain & Serialization · automation potential
69–79%

Source: Eurostat, sts_inpr_a (C21, C), 2025

Batch records reviewed before the Qualified Person signs.

AI agents check each executed batch record against the master, draft the deviation investigation and track CAPA. Your Qualified Person decides on a short list.

Batch record review · Deviations · CAPA

Post-authorization variation scopes started · EU centrally authorized medicines, 20253,831 Type IA, 3,490 Type IB and 1,284 Type II, each classified differently.
3,831
Type IA
3,490
Type IB
1,284
Type II
Regulatory Affairs · automation potential
70–80%
Pharmacovigilance & Safety · automation potential
70–80%

Source: EMA, Monthly statistics report, December 2025

Variations classified, filed and tracked in every market.

Each change is classified, assembled into the submission sequence and tracked against its deadline in every market. AI agents prepare the work, and your regulatory team reviews and files.

CTD assembly · Variations · Case processing

Firms using AI · EU, 202541% of pharma firms use AI, twice the average. The question is which processes, with what validation.
20%
All enterprises
41%
Pharmaceuticals
Fastest go-live *
from 12 wks
Payback
< 12 mo
Less manual work
5–10×

Source: Eurostat, isoc_eb_ain2 (C21), 2025

Safety, inquiries and serialization, handled under GxP.

Safety reports are triaged, medical inquiries answered from approved responses and serialization data uploaded, each step validated under Annex 11. AI agents keep a full audit trail, and a person signs off.

Safety intake · Medical information · Serialization

* Our fastest go-live. Timelines depend on the complexity of the project and its processes.

INSIDE A PHARMACEUTICAL COMPANY

Custom agents, built for every pharmaceutical department.

We don't deploy generic software. We design AI Agents around the processes, tools and people of each function, then connect them where it matters. Click any department to explore.

Regulatory Affairs

Dossiers assembled, variations filed, every market current.

Agents collect source documents, build and validate eCTD sequences, classify post-approval changes and prepare variation packages, track renewals and commitments and keep the RIM system current, so regulatory leads spend their time on strategy and agency dialogue.

Automation potential70–80%
  • CTD Dossier Assembly & Publishing
  • Variation Classification & Preparation
  • Renewal & Lifecycle Maintenance
  • Labeling & Artwork Change Control
  • Regulatory Information Management

Clinical Operations

TMF complete, sites activated, enrollment visible.

Agents classify and file eTMF documents and chase gaps, check essential documents before site activation, track enrollment against plan, manage data queries and reconcile serious adverse events between systems, so study teams manage sites instead of paperwork.

Automation potential69–79%
  • Trial Master File Management
  • Site Activation & Essential Documents
  • Patient Recruitment Tracking
  • Data Query Management
  • Clinical SAE Reconciliation

Quality Assurance & GMP

Batch records checked, deviations investigated, CAPA closed.

Agents compare executed batch records against the master and flag exceptions, register and draft deviation investigations, track CAPA and effectiveness checks, administer change control and manage controlled documents. The Qualified Person releases; the agent prepares.

Automation potential70–80%
  • Batch Record Review
  • Deviation Management
  • CAPA Tracking & Effectiveness
  • Change Control Administration
  • Document Control & SOP Management

Pharmacovigilance & Safety

Cases coded and reported within timelines, signals visible.

Agents capture and triage reports from every source, code events with MedDRA and draft narratives, submit expedited reports to EudraVigilance, screen the literature and compile PSURs, so the QPPV and medical reviewers assess instead of transcribe.

Automation potential70–80%
  • ICSR Case Intake & Triage
  • Case Processing & MedDRA Coding
  • Expedited Reporting to EudraVigilance
  • Literature Monitoring
  • PSUR / PBRER Preparation

Medical Affairs & Medical Information

Literature screened, materials reviewed, inquiries answered from approved content.

Agents screen publications, route promotional materials through medical, legal and regulatory review and check claims against labeling, compile MSL insights, and triage and draft answers to HCP and patient inquiries from approved standard responses, forwarding adverse events within timelines. Medical judgment stays with the physician.

Automation potential70–80%
  • Scientific Literature Surveillance
  • Medical Review of Promotional Material
  • Medical Science Liaison Activity Reporting
  • Medical Inquiry Intake & Triage
  • Standard Response Drafting

Manufacturing, Supply Chain & Serialization

Demand planned, shortages notified early, every pack uploaded.

Agents build the demand and supply plan, prepare batch documentation, monitor inventory and expiry, handle cold-chain excursions for QA decision, prepare shortage notifications per country, upload pack data to the EU Hub and investigate verification alerts, so supply managers decide allocations instead of chasing status.

Automation potential69–79%
  • Demand & Supply Planning
  • Batch Documentation Preparation
  • Inventory & Expiry Management
  • Shortage Notification & Management
  • EMVS / EU Hub Data Upload

Procurement & CDMO Management

Orders placed, CDMOs coordinated, invoices matched.

Agents run material requirements and purchase orders, coordinate orders, forecasts and documents with contract manufacturers, match invoices to orders and receipts, collect the documents QA needs to qualify suppliers and compute supplier scorecards, so buyers negotiate instead of administer.

Automation potential73–83%
  • Material Requirements & Purchasing
  • CDMO Coordination
  • Invoice 3-Way Matching
  • Supplier Qualification Document Collection
  • Supplier Performance Scorecards

Business Development & Licensing

Opportunities screened, data rooms indexed, milestones tracked.

Agents screen in-licensing opportunities against the strategy, index licensing data rooms against the due diligence checklist, coordinate functional due diligence, administer alliance committees and track milestones, royalties and partner reporting obligations, so deal teams negotiate instead of compile.

Automation potential70–80%
  • Opportunity Screening & Pipeline Intelligence
  • Data Room Review Support
  • Due Diligence Coordination
  • Milestone & Royalty Tracking
  • Partner Reporting Obligations

Commercial Operations & Market Access

Tenders prepared, dossiers assembled, transfers of value disclosed.

Agents monitor tender portals and assemble bids, process wholesaler and hospital orders, compile pricing and reimbursement dossiers, monitor international reference prices, record HCP interactions against compliance rules and compile EFPIA disclosure reports, so commercial and access teams argue the value instead of formatting it.

Automation potential72–82%
  • Tender Monitoring & Preparation
  • Customer Order Management
  • Pricing & Reimbursement Dossier Preparation
  • International Reference Pricing Monitoring
  • Transparency & Disclosure Reporting

Finance & Controlling

The close on time, rebates accrued, costs tracked.

Agents process supplier and CDMO invoices, run the close checklist and reconciliations, compute rebate and clawback accruals, track R&D project costs and build the cash forecast, so controllers explain the numbers instead of assembling them.

Automation potential75–85%
  • Accounts Payable Processing
  • Monthly Close & Consolidation
  • Rebate & Clawback Accrual
  • R&D Project Cost Tracking
  • Treasury & Cash Forecasting
See Finance & Accounting agents across industries →

HR & Training

GMP training assigned, qualifications valid, onboarding done.

Agents assign role-based GMP, GCP and GVP training on every new or revised document and track completion for inspections, maintain qualification records for QPs, auditors and operators, administer onboarding, process time and attendance and answer policy questions. Hiring and appraisal decisions stay with people.

Automation potential69–79%
  • GMP & Role-Based Training Assignment
  • Qualification & Certification Records
  • Onboarding Administration
  • Time & Attendance
  • Employee Query Handling
See HR & Payroll agents across industries →

IT & Data

Systems validated, access reviewed, audit trails checked.

Agents maintain validation documentation for GxP systems, provision access and run periodic reviews, prepare audit-trail review packages, monitor the interfaces between ERP, LIMS, safety, RIM and serialization systems and triage security alerts, so IT keeps the validated state at scale.

Automation potential74–84%
  • Computerized System Validation Documentation
  • Access Provisioning & Periodic Reviews
  • Audit Trail Review Support
  • Integration Monitoring
  • Cybersecurity Alert Triage
See IT agents across industries →
  1. Your environment, your data

    Agents run inside your infrastructure, on-prem, private cloud or hybrid. No data leaves your network without your approval. No dependency on us: it runs on infrastructure you control. The agent is yours to run, permanently.

  2. Fixed price per process

    You pay for the process automated, not consulting hours. If a process proves non-automatable, a voucher covers the next one.

  3. From 12 weeks · fastest go-live

    Our fastest projects go live from 12 weeks; the plan for yours comes out of discovery, because it depends on the process and the systems it touches. Payback within one year for the large majority of projects.

PHARMACEUTICALS FAQ

What pharmaceutical companies ask us.

Answers before the first call: the questions quality, regulatory and IT leaders ask us most.

How do you validate agents that touch GxP processes?

As any other computerized system under EU GMP Annex 11: a documented intended use, risk assessment, test evidence, an audit trail on every action and output, and change control on every update. The agent's outputs are records a person reviews and approves; the Qualified Person's release, the QPPV's causality assessment and medical judgment are never automated.

How we integrate with each system →
Do we need to replace our RIM, QMS, safety database or ERP?

No. Our agents sit on top of Veeva Vault, TrackWise, MasterControl, Argus, LifeSphere, SAP and your serialization platform and treat them as the systems of record they already are. Where an integration does not exist, agents operate through the same interfaces your staff use today.

How we integrate with each system →
Where does the data stay?

Inside your environment: on-prem, private cloud or your own hybrid setup. Patient data from safety cases and clinical trials, unpublished dossiers and batch records stay in your environment by default, and access follows the same roles and information barriers you apply to people.

Where agents run and who holds access →
What do the automation potential figures mean?

They measure technical automation potential: how much of the human work in a process is technically automatable at full deployment with clean, integrated data. They are not a forecast of headcount reduction and not a promise of realized savings. Laboratory and manufacturing execution and regulated decisions are not counted.

How we integrate with each system →
How do you handle decisions about staff?

We do not automate them. Under the EU AI Act, screening candidates and evaluating performance are high risk and require human oversight. Agents track training and qualification records; hiring, appraisal and promotion decisions stay with your managers.

How do you price, and how long does it take?

Fixed price per workflow automation. If during delivery we determine a process cannot be automated, you receive a voucher to automate a different process instead. Our fastest projects go live from 12 weeks; the plan for yours comes out of discovery, and validated GxP deployments add the qualification steps your SOPs require.

How we charge →

Ready to automate your pharmaceutical operation?

Book a 30-minute meeting with our team and discover what AI automation can do for your specific workflows.

Industry Solution Catalog

Solution Catalog

A practical overview of key processes in your sector, the challenges they involve, and the AI agent solutions that address them.