Introduction: Enterprises Have AI But Decisions Still Feel Risky In attempts to stay competitive in our data, driven economy, enterprises have rapidly adopted AI, analytics platforms, and automation over the past few years. Recent worldwide surveys reveal that 88% of organizations now incorporate AI in at least one business function, a significant increase from 55% only two years ago, indicating that AI is no longer just an experiment but a mainstream tool. However, adoption alone has not assured impact, with only about one, third of the companies successfully scaling their AI applications beyond the pilot stages, leaving many in the experimentation phase without deriving value at the enterprise level.Hence, executives are still challenged in the transformation of plentiful insights into decisions made with confidence.…