Building an Organization that can Absorb the Pace of Change

Operational flexibility has become a core requirement as products and market needs shift faster than traditional processes can accommodate. Redesigning workflows — including the software development lifecycle — to support that agility has been essential. The volume of work hasn’t necessarily decreased, but how it gets done has changed, and teams are often taking on more as a result.

AI tools are reshaping specific roles across technology, marketing, and medical-legal-regulatory functions, compressing research that once took weeks or months into a fraction of the time. Specialized expertise remains valuable, but its application is evolving — and experience level is becoming less of a barrier when people learn to use AI effectively. The open question is how research and other roles will continue to transform as AI takes on more of what those functions used to own entirely.