“The durable advantage is no longer access to a model. It is the ability to measure where that model helps, where it quietly fails, and how quickly the organization can learn from both.”
Annotation
This is the part most AI roadmaps skip. Model choice is visible and exciting; evaluation is repetitive infrastructure work. Without evals, teams cannot tell whether an upgrade improved the product or merely changed it.