Références

Our References

Successful projects across various industries

Modern food production hall

Clients and partners

  • Merck
  • Takeda
  • Applimed
  • Cremo
  • Roduit SA
  • SwissMecanyx
  • ICE Water Management

6 references

Pharma & biotech

2021-2023

Integrated digital platform production / quality / supply chain, major pharma player

Architecture and rollout of a unified digital platform connecting production, quality, maintenance and supply chain for a tier-one pharmaceutical player.

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Acteur pharma majeur, Bâle · Basel area, Switzerland · 2021-2023

Design and deployment of an integrated digital platform for a major pharmaceutical player in the Basel area. The solution unifies data flows from production PLC/SCADA, quality LIMS, maintenance CMMS and supply chain ERP into a single environment. Hybrid cloud architecture on Microsoft Azure with microservices, REST APIs, real-time ingestion via MQTT and OPC UA, Azure Data Lake storage, Power BI for business stakeholders and Python notebooks for data science teams. Conducted in agile mode over 18 months with around ten cross-functional teams (operations, quality, corporate IT, cloud integrator, data science, security) under stringent GxP constraints. Governance included a monthly steering committee and weekly RAID tracking.

Technologies

Microsoft Azure · Microservices · REST APIs · MQTT · OPC UA · Power BI · Azure Data Lake · Python data science · GxP

Challenges

  • Integration of over twenty heterogeneous legacy and modern systems
  • Handling large volumes of real-time data without disrupting production
  • Data security and compliance under demanding GxP framework
  • Coordination across business, corporate IT, cloud integrator and data science teams
  • Sustaining agile trajectory under validation constraints

Pharma & biotech

2023-2024

AI agent for process optimization in GMP environment, Big Pharma Basel

Development and deployment of an autonomous AI agent able to continuously optimize process parameters on a pharma line under GMP constraints.

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Big Pharma, Bâle · Basel area, Switzerland · 2023-2024

Applied R&D engagement for a Big Pharma player in the Basel area. Design, validation and deployment of an AI agent able to continuously analyse process data flows (temperature, pressure, flows, product quality), spot optimization windows and automatically adjust set-points within bounds predefined by process engineering. Technical stack Python / TensorFlow / Azure ML with full MLOps (model versioning, A/B testing, drift monitoring, audit trail). Central challenge: making the agent's decisions traceable and explainable to pass GMP validation, and securing 24/7 operational reliability without human intervention during batches. The project included review by internal quality inspectors and full documentation for external audits.

Technologies

Python · TensorFlow · Azure ML · MLOps · REST APIs · GMP validation · Audit trail

Challenges

  • AI validation in a regulated GMP environment
  • Integration with critical 24/7 production systems
  • Transparency and traceability of AI decisions for quality inspectors
  • Operator acceptance and training to the new interface
  • Continuous model-drift monitoring to prevent regressions

Pharma & biotech

2022-2024

Full pharma fill & finish line commissioning: FAT, SAT, IQ, OQ

Full commissioning of a new fill & finish line, from Factory Acceptance Test to operational qualification, in dual automation expert and project manager role.

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Takeda · Switzerland · 2022-2024

Long-term assignment at Takeda commissioning a new pharmaceutical fill & finish production line (sterile filling, inspection, labelling, serialization). End-to-end ownership of the qualification flow: Factory Acceptance Test preparation and execution at the OEM, Site Acceptance Test in Switzerland, Installation Qualification (IQ) and Operational Qualification (OQ) up to routine production. Coordination of more than ten subcontractors and suppliers (machines, utilities, automation, quality, validation, IT). Mixed Siemens (TIA Portal, WinCC) and Rockwell (ControlLogix, FactoryTalk) stack with central SCADA integration. GAMP5 and 21 CFR Part 11 compliant documentation, ready for Swissmedic and FDA audits. The dual technical / project manager role enabled fast schedule / quality / cost trade-offs.

Technologies

Siemens TIA Portal · Siemens WinCC · Rockwell Studio 5000 · Rockwell FactoryTalk · SCADA central · FAT / SAT · IQ / OQ · GAMP5 · 21 CFR Part 11

Challenges

  • Coordination of more than ten subcontractors and suppliers
  • Meeting critical milestones tied to product market launch
  • Integration of heterogeneous Siemens and Rockwell stacks
  • Exhaustive GAMP5 and 21 CFR Part 11 compliant documentation
  • Training and supporting operational teams to autonomy

Fine chemistry

2023-2024

Material flow automation and BI reporting, Swiss fine chemistry

Full automation of the new raw material introduction process combining Business Intelligence, RPA and Power Automate orchestration.

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Sun Chemicals · Switzerland · 2023-2024

Re-design of the new raw material introduction process at Sun Chemicals, a fine chemistry player specialized in inks and pigments. The original process consumed several FTEs on manual entries across five systems (ERP, MES, quality, purchasing, safety) with an average lead time of several weeks. Solution delivered in three streams: (1) end-to-end flow mapping and re-design with business stakeholders; (2) Power BI Business Intelligence on historical data to identify bottlenecks; (3) RPA and Power Automate automation of the orchestration across the five legacy systems with exception handling and human validation focused only on value-adding steps. User documentation, team training and support plan.

Technologies

Power BI · RPA UiPath · Power Automate · Business Intelligence · Workflow automation · ERP integration

Challenges

  • Integration with five poorly documented heterogeneous legacy systems
  • Automating complex multi-step processes with frequent exceptions
  • Source data quality and reliability to harden upstream
  • Adoption by business users used to manual entry
  • Maintaining human validation loop on critical steps

Pharma & biotech

2023-2024

On-premise maintenance chatbot based on RAG, confidential pharma site

Complete troubleshooting support solution combining Business Intelligence on failure history and on-premise intelligent chatbot based on Retrieval-Augmented Generation.

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Site pharma confidentiel · Switzerland · 2023-2024

Two-phase solution for a pharma site under strict confidentiality constraints (cloud LLMs not allowed). Phase 1: advanced Business Intelligence on failure history (10+ years of CMMS tickets) to identify recurring patterns, at-risk components and root causes. Phase 2: deployment of an on-premise intelligent chatbot based on Retrieval-Augmented Generation (RAG) consuming technical documentation, maintenance procedures and failure history to give technicians real-time contextual recommendations. End-to-end on-premise architecture (model, vector store, application) meeting pharmaceutical security constraints. User interface tested and co-designed with technicians to drive adoption.

Technologies

Power BI · RAG (Retrieval-Augmented Generation) · LLM on-premise · Vector database · Natural Language Processing · Business Intelligence

Challenges

  • Full on-premise deployment imposed by pharmaceutical security
  • Integration and cleansing of over ten years of historical data
  • Data quality and structuring for reliable RAG exploitation
  • Validation of chatbot recommendation reliability and safety
  • Intuitive user interface for technicians unfamiliar with LLMs

Pharma & biotech

2023-2024

Air handling unit energy optimization, Vaud biotech site

More than 30% lower energy consumption for the air handling units. Project leadership, integration, testing and documentation.

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Merck Serono · Corsier-sur-Vevey, canton of Vaud, French-speaking Switzerland · 2023-2024

Tai Van led the project and carried out the integration, testing and documentation for HVAC control changes at the Merck Serono site in Corsier-sur-Vevey. The work covered operational analysis, control changes, deployment and documentation handover within the site's regulated environment. Result: more than 30% lower energy consumption for the air handling units.

Technologies

Building Automation Systems · Energy Management · SCADA · Data Analytics · Control Optimization · GAMP5

Challenges

  • Optimization without compromising site GMP compliance
  • Strict air quality maintenance for pharmaceutical production
  • Minimizing operational disruption during adjustments
  • Systematic validation of changes in regulated environment
  • Change management with maintenance and utilities teams