GSK Case Study: Building a Registry of Truth for Global AI Ops

Weights & Biases has published a detailed case study on our work at GSK, highlighting how we built a “Registry of Truth” to scale AI operations across a global manufacturing network.

The case study dives into our TwinOps strategy, which uses Digital Twins to optimize vaccine production through real-time monitoring and control. By leveraging W&B Weave for tracing agentic workflows and the W&B Model Registry as a centralized lens across multi-cloud environments (Azure, GCP, Databricks), we’ve been able to:

• Transition from reactive ‘monthly PDF’ reporting to proactive, automated drift detection.
• Optimize yield across 13 key products, reducing variability in complex bioprocesses.
• Track tangible business value—such as extra vaccine doses produced—through a real-time dashboard.

This infrastructure was a critical pillar in our mission to reach 2.5 billion patients. You can read the full technical breakdown here: GSK: Optimizing the pharmaceutical supply chain with W&B.