Where AI Can Help in Regulatory Affairs—and What Must Stay Human
Regulatory work attracts AI for an obvious reason: it contains large volumes of documents, repeated structures, distributed evidence, and intense review effort. It also punishes false confidence. A fluent draft can omit a qualification, rely on the wrong version, blur a regional difference, or make an unsupported connection sound settled. The right ambition is therefore […]
Fractional AI Partner or Internal Team? A Decision Framework
“Should we build an internal AI team?” sounds like a talent question. It is actually an operating-model question. The answer turns on what must be distinctive, how much sustained work exists, how quickly the organization needs to learn, and whether leadership is prepared to operate—not merely launch—the capability. A partner is not automatically faster or […]
What Is AI Augmentation? A Practical Guide for Biotech Leaders
“Augmentation” is often used as a polite synonym for automation. That misses the point. AI augmentation is the deliberate redesign of work so machines carry more preparation, comparison, retrieval, and production while people retain accountable judgment. The unit of design is not the chatbot. It is the decision and the workflow around it. That makes […]
The Enrollment Problem: Where AI Can Improve Clinical Trial Planning
Clinical-trial enrollment is often described as a recruitment problem. By the time recruitment is visibly behind, however, the causes may reach back months: protocol burden, optimistic feasibility, site mix, startup delays, competition, geography, referral pathways, or data that arrived too late to change the plan. AI cannot make those causes disappear. It can help a […]
How a 50-Person Biotech Builds the Operating Leverage of a Much Larger Company
A small biotech rarely lacks ambition. It lacks slack. The same people who carry the science are also preparing board materials, resolving vendor questions, tracking regulatory changes, rebuilding forecasts, searching prior decisions, and translating one function’s context for another. The resulting constraint is not simply headcount. It is the amount of expert attention the operating […]