Clinical operations intelligence belongs on the Lakehouse

Databricks Site Feasibility Workbench brings clinical operations intelligence to the Lakehouse, enabling AI-driven site selection by training ML models on institutional historical data rather than industry benchmarks.

• •Uses LightGBM models trained on sponsor's CTMS, EDC, IRT history with SHAP explainability for auditable predictions
• •Eliminates external systems by running application, models, and data on single Databricks platform with no external API calls
• •SHAP explanations stored in Unity Catalog enable fairness audits and regulatory compliance with FDA GMLP guidance
• •Addresses 53% of trials exceeding enrollment timelines by improving site feasibility accuracy
• •Open-source deployment into existing Databricks workspace takes approximately 30 minutes