AI adoption in medical practices is growing steadily, with most providers seeing positive ROI. But progress depends on overcoming integration, skills, and trust barriers to focus AI where it delivers real clinical and operational support.

As the healthcare industry continues to embrace digital transformation, the benefits of AI in healthcare—whether improving workflows or…

For decades, the process industries have relied on layers of protection to prevent hazardous events. When risk reduction requirements were high, safety instrumented systems (SIS), governed by standards such as IEC/ISA 61511, provided a clear framework for design, operation, and life-cycle management.

However, below that threshold sat a large class of instrumented protection…

Validating AI software makes most quality teams uneasy.

Their unease is not unjustified. The new Annex 22 provides a framework for AI use, but the guidance remains in draft. Most quality teams still have questions, especially around validation.

Why? Quality teams are trained to validate systems that behave predictably. But depending on the AI feature, predicting the exact…