From Fragmented Data to Predictive Quality: Integrating Internal and External Signals to Predict Supply Chain Risk Your suppliers have risk you cannot see. Why? Because the data lives in systems that never speak to each other. Pharmaceutical supply chains generate vast amounts of quality and regulatory data, but most organizations manage it in silos. Audit…

Strategic PAI Readiness: A Data-Driven Approach for Pharma Sponsors and Manufacturers A data-driven look at how manufacturers and sponsors can prepare effectively for Pre-Approval Inspections (PAIs) / Pre-License Inspections (PLIs). In the high-stakes world of pharmaceutical approvals, PAIs and PLIs represent a critical hurdle. Unlike routine GMP inspections, they focus intensely on a facility’s readiness…

The Shoppers Have Prompted 53M reviews reveal what shoppers want and who’s visible when they ask AI. Nearly 51% of consumers are already using AI to help with purchase decisions, and that number is climbing fast. Yotpo analysed 53 million reviews across 8 industries to understand what shoppers want, and who shows up when they…