AI Detection Displaces Threshold Based Alerting
Hyperscale cloud operators are increasingly specifying AI anomaly detection platforms in place of threshold based alerting that cannot detect subtle degradation patterns before they cascade into outages. MMA's Q4 2025 primary research found operators using AI detection platforms reporting outage prevention improving 27 percent versus comparable threshold based alerting systems, as vendors completed the model calibration work needed to certify accuracy across production scale network traffic. This shift is resetting vendor investment priorities across nearly every major product line in the category, and quickly reshuffling supplier shortlists at several leading cloud operators.
Market Impact: Drives 45 percent of new decisions








