Industrial Data and AI

Practical application of data and AI to real industrial problems: process optimization, predictive maintenance, RPA on repetitive quality or maintenance tasks, technical chatbots on documentation and failure history. Pragmatic approach, no experimental demos: everything we deploy must work in operation and survive a quality audit.

Our Expertise

Business Intelligence and operational dashboards (Power BI)

RPA to automate multi-system workflows (UiPath, Power Automate)

On-premise technical chatbots based on RAG for troubleshooting support

Process optimization through machine learning (Python, TensorFlow, Azure ML)

Predictive maintenance on historian data (PI System, Wonderware Historian)

MLOps and operational reliability of production models

AI validation in GMP environments (audit trail, explainability, traceability)

Internal team training for data tool appropriation

Technologies

PythonTensorFlowAzure MLPower BIPower AutomateRPA UiPathRAG / LLM on-premiseMLOps

Use Cases & References

On-premise maintenance chatbot based on RAG

Complete troubleshooting support solution for a pharma site under strict confidentiality constraints (cloud LLMs not allowed). Phase 1: Business Intelligence on failure history (10+ years of CMMS tickets) to identify recurring patterns. Phase 2: on-premise intelligent chatbot based on Retrieval-Augmented Generation consuming technical documentation, maintenance procedures and failure history to provide technicians with real-time contextual recommendations.

Technologies used:

Power BIRAG (Retrieval-Augmented Generation)LLM on-premiseVector database

Material flow automation through RPA

Re-design of the new raw material introduction process at a Swiss fine chemistry manufacturer. Solution delivered in three streams: end-to-end flow mapping and redesign with business stakeholders, Power BI BI on historical data to identify bottlenecks, RPA and Power Automate automation of the orchestration across five heterogeneous legacy systems (ERP, MES, quality, purchasing, safety).

Technologies used:

Power BIRPA UiPathPower AutomateERP integration