Toshal Shah

Day 1, February 23, 2026

9:10 AM Panel: Building Predictive Service Models: Leveraging Machine Learning and Analytics to Prevent Equipment Downtime

This panel explores how field service leaders can connect machine learning, IoT data, and advanced analytics to shift from reactive to proactive service models. Learn how top performing organizations are integrating predictive intelligence into service operations to gain visibility, optimize scheduling, and extend asset life while staying compliant in a regulated environment.

Key Takeaways:

Implement data driven strategies to detect early warning signs and prevent unplanned equipment failures
Operationalize machine learning models within your existing service workflows to drive efficiency and consistency
Accelerate service transformation by aligning predictive capabilities with compliance, safety, and uptime goals

Field Service Medical 2026

Day 1, February 23, 2026

9:10 AM Panel: Building Predictive Service Models: Leveraging Machine Learning and Analytics to Prevent Equipment Downtime