Dashboard showing model quality and reliability green while cost per outcome is red and net business value is declining.

AI Business Value Drift: When Model Quality Holds but the ROI Quietly Disappears

TL;DR AI ROI is a monitored condition, not a permanent project status. A production AI use case should be described as currently realized and certified only while its baseline, outcome, complete cost, quality, risk, and operating assumptions remain valid. An AI system can remain technically healthy while its business case deteriorates. Provider pricing can change. … Explore: AI Business Value Drift: When Model Quality Holds…