Deliberate decisions and enterprise AI value

A DataIQ report produced with Databricks, drawing on peer discussions at DataIQ Guild 2026, argues that the key enterprise AI decisions concern where to commit, what to prioritize and how to proceed when evidence is incomplete. It sets out five leadership disciplines and four foundations (context, control, cost, choice), and describes four adoption stages: concerned, curious, comfortable and competent. The report also covers distinguishing pilot success from production readiness, clarifying business ownership of outcomes and costs, and protecting human judgment as AI scales.