Enterprises Scale AI With Governance And Metrics

Versent urges enterprises in 2026 to operationalise AI, moving past proofs of concept to scalable programs with measurable business outcomes, governance, and data quality. The article outlines five practical goals—clear business objectives, data governance, AI security and ethics, pilot-to-production pathways, and controlled agent deployment—plus 2026 actions like MLOps, monitoring, and ROI thresholds to sustain AI value.