Vert AI

The evaluation gap: why most enterprise AI systems have no honest scorecard.

F1, BLEU, and user satisfaction are not commercial metrics. The four-layer evaluation architecture, offline, shadow, controlled rollout, and in-production drift, that separates demos from systems leadership can defend at the board level.