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Resource Library

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Github Repository

Delivering Data Driven Value

FAIR-Community of Experts Documentation Hub

The FAIR Community of Experts Documentation Hub is a Pistoia Alliance knowledge platform that provides tools, guidance, frameworks, and community-driven best practices to help life sciences organizations implement FAIR data principles and improve data interoperability, reuse, and AI-readiness.

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Survey

Harnessing AI To Expedite R&D

AI Impact and Value Poll

Results from the Thoughtworks sponsored poll, conducted at the 2026 Pistoia Alliance Spring Conference

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Webinar

Core Projects

Change Impact Assessment in Digital Transformation

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Meeting Summary

Core Priority

London Conference Insights Report – April 2026

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Journal Article

Harnessing AI To Expedite R&D

Natural language querying of biological databases with large language models 

This peer-reviewed paper, produced by the Pistoia Alliance's Large Language Models in Life Sciences project and published in Drug Discovery Today (May 2026), reports the outcomes of a systematic assessment of current practices in natural language querying with LLMs. 

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Meeting Summary

Harnessing AI To Expedite R&D

Seminar Review: Life Science AI Exchange – March 2026

The Pistoia Alliance Life Science AI Exchange seminar highlighted rapid advances in AI capabilities alongside critical gaps in evaluation, skills, and governance, underscoring the need for better benchmarking and more structured approaches to delivering real-world value in life sciences.

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Whitepaper

Harnessing AI To Expedite R&D

Advancing AI & ML In Life Sciences R&D Whitepaper 2025

The Next Phase of AI in Life Sciences The findings presented in this report reflect the state of thinking across the life sciences sector during the second half of 2025. In a field where technological cycles increasingly compress into months rather than years, it is important to acknowledge the temporal context. The pace of AI advancement continues to accelerate. Organizational capability evolves more gradually. The widening distance between these two curves is central to the conclusions of this report.

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Best Practices Guides

Core PriorityCore Projects

Setting up and running a UX Community of Practice (UX CoP)

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Video

Delivering Data Driven Value

Demo video: IVP Assay Repository 

Watch this short demonstration of the Pistoia Alliance’s IVP Assay Repository, a platform designed to standardize how in vitro pharmacology assays are captured, shared and reused across the life sciences industry.

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Toolkit

Accelerate Late-Stage R&D

POMELO: Protocol for Social Media Listening Online

A practical framework from the SML and RWE project for collecting and analyzing patient experience data from social media, supporting consistent, transparent and scalable social media listening.

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Webinar

Harnessing AI To Expedite R&D

What is the role of the knowledge graph in the age of AI?

AI is transforming biopharma R&D, but its impact depends on robust knowledge structures—this webinar explores where Knowledge Graphs truly add value versus complexity, and whether a shared Pistoia Alliance approach could help establish common foundations.

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Webinar

Harnessing AI To Expedite R&D

Illustrations of Value Delivered by AI: Benchmarking & Ongoing Value Measurement

This webinar brings together experts from academia, pharma, and biotech to present practical frameworks and real-world evaluations that help organisations rigorously assess and demonstrate the true value of AI across scientific and enterprise applications.

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