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Next-Gen Document Surveillance in Health Regulation

Pharmaceutical – GenAI Documentary & Intelligent Supervision

Real-time GenAI and agent-powered compliance supervision for complex pharmaceutical documentation.

95%

Detection Accuracy

-80%

Processing Time

24/7

Continuous Monitoring

94.3%

Agent Autonomy

Agentic AI Impact

Autonomous regulatory supervision with advanced GenAI orchestration

Project Details

Client

ANSM

Sector

Pharmaceutical – GenAI Documentary & Intelligent Supervision

Year

2024

Key Technologies

OpenAILangchainLangGraphFaiss/PGVector

Mission

Lead Senior Data Scientist / AI Architect – GenAI, Agentic AI, Surveillance & Automatisation

GenAI Documentary & Intelligent Supervision

Mission via partnership Theodo x Cleyrop (Paris / hybrid)

Supporting regulatory surveillance teams through the integration of intelligent agents and GenAI to automate and ensure reliability in the comparison of Summary of Product Characteristics (SPC) based on ATC. Industrialization of pharmaceutical monitoring: extraction, structuring and automated analysis of large regulatory document sets.

Contexte & Environnement

ANSM (National Agency for the Safety of Medicines) faced major challenges in regulatory document supervision and pharmaceutical monitoring. The growing volume of regulatory documents and the complexity of pharmaceutical regulations required an artificial intelligence solution for automated surveillance and anomaly detection.

Team

Consortium (Theodo x Cleyrop) with Lead Senior Data Scientist

Environment

Python with Faiss/PGVector, PostgreSQL, Streamlit, PowerBI

Objectifs Cles

1Agentic AI agents orchestrating complex regulatory surveillance tasks

2RAG-based contextualized interrogation and automated synthesis of molecular differences

3Proactive anomaly detection with 95% accuracy and 24/7 continuous monitoring

4-80% processing time reduction for SPC comparison

5Interactive dashboards for dynamic anomaly restitution and AI recommendations

Technologies & Infrastructure

OpenAIHuggingFace TransformersLangchainLangGraphFaissPGVectorPostgreSQLSQLAlchemyAlembicPythonStreamlitPowerBILangfuseSHAPPytest

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