How to build self-driving AI operations on Amazon Bedrock at scale

This article introduces Amazon Bedrock Ops Alert, a three-layer automated monitoring solution for managing generative AI workloads at scale on Amazon Bedrock.

• Three-layer monitoring detects critical errors, tracks usage rates, and identifies anomalies using CloudWatch
• Dynamically calculates and updates alarm thresholds based on current Service Quotas without manual intervention
• Automatically creates context-aware AWS Support cases with usage-validated quota increase requests
• Prevents duplicate support cases using category-aware detection for same alarm types
• Sends contextualized email notifications to AI SRE teams with direct Support console links
• Classifies alarms as quota-related or non-quota to route to appropriate support case types
• Compares 14-day peak usage against thresholds before creating quota increase cases
• Reduces operational overhead by automating threshold maintenance after quota increases approved
• Shifts operations from reactive to proactive monitoring, reducing mean time to resolution

Amazon Bedrock Ops Alert automates generative AI operational monitoring, eliminating manual threshold management and enabling AI SRE teams to focus on innovation rather than infrastructure monitoring.