AI can scale quickly, traditional governance not enough, needs control layer for production: Report

New Delhi [India], September 19 (ANI): Artificial intelligence (AI) can scale quickly across businesses, but traditional governance mechanisms may not be enough to manage AI once it moves from pilot projects into products, workflows and enterprise decision-making, according to a report by Ness Digital Engineering.

The report said enterprises need a new control layer that works continuously in production, as AI systems are probabilistic and their outputs can vary depending on factors such as context, model version, retrieved information, prompt structure, tool availability and user behaviour.