Benchmarks for Natural Language Data Mining with LLMs
Chemical Exchange Format Committee
Clinical Trial Environmental Impact
CMC Process Ontology
Data FAIRy Bioassay Annotation
Digital Analytical Methods (with Allotrope)
IDMP Ontology
In Vitro NAM Data Standards
In Vitro Pharmacology
In Vivo Efficacy Data Standards
Large Language Models in Life Sciences
LLM and NLP Use Case Database
MNMs for Repurposing Non Clinical In Vivo Data
Open Source Instrument Data Converter Repository
Pharma General Ontology Terminology
Pharmacovigilance Systems and Processes Standards
Social Media Real World Evidence
New Ideas
Current Projects
Delivered Projects
AI / ML
Change Management
CSCS
Data Governance
FAIR
Future Labs Evolution
GSRS Community
Microbiome-Mediated Drug Metabolism Database
Quantum Computing
UXLS
Current Communities
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Collaboration That Delivered
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Roadmap
The GSRS Software Roadmap outlines the planned development of the Global Substance Registration System (GSRS) through 2029, built collaboratively by our community and regulators.
Webinar
This webinar explored how the Pistoia Alliance’s pharmacovigilance standards and AI initiatives are bringing the industry together to improve interoperability, reduce duplicated effort and support the safe, responsible adoption of AI in drug safety.
Meeting Summary
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Information Sheet
A plain-language information sheet on the IDMP Ontology, a vendor-neutral implementation layer for medicinal product data: what it is, the problems it solves, how it's governed, and how to access it.
Journal Article
Many AI projects in drug development succeed technically but never deliver lasting business value. Why? This peer-reviewed paper, built on multi-year Pistoia Alliance studies, examines what really separates AI initiatives that scale from those that stall. The answer is less about technology than you think.
Presentations
How do you make pharma data speak one language? The PGO Terminology project is building a community-governed "lingua franca" of core concepts that lets FAIR data and AI-ready knowledge graphs work across the industry. To learn more, view Giovanni Nisato's Bio-IT World 2026 presentation.
Gain insight into the Pistoia Alliance's strategic roadmap and the emerging priorities shaping the future of collaborative innovation in life sciences R&D.
A peer-reviewed publication by the Pistoia Alliance Social Media Listening and Real-World Evidence project has been recognized in a compilation of highly relevant voices on regulatory science and strategies to address uncertainties in medicines development, evaluation and use.
Best Practices Guides
Discover how GSK is using semantic grounding and ontologies to reduce AI hallucinations, improve data integrity, and build more trustworthy large language model applications in pharmaceutical R&D.
Discover the key findings from the FAIR Forward Workshop, where experts from across the life sciences ecosystem identified the priorities, challenges, and opportunities for advancing FAIR data adoption.