Changelog¶

Release history for AI Monitor — ML-powered anomaly detection for CloudWatch metrics.

26h4¶

On stack update, address the "Could not locate index-pattern-field" errors on dashboard visualizations requiring a manual index refresh
AWS FTR Approved

Support for AWS Organizations — consolidate and centrally govern multiple AWS accounts
Enhanced Correlation — now leverages specific Log Processor patterns when anomalies occur
iPad layout fix — subscription list footer buttons now display correctly on tablet viewports
Preview-based cloning — create new alerts based on wildcard search
Popout panels — Baseline and Graph can now be popped out to a larger window
Threshold enhancements — improved AI support for hard high/low threshold alerts
FAQ — now includes alert recipient state, entitlement state, and Bedrock endpoint availability
AI Tune v2 — tuning recommendations are now computed deterministically using rules-based logic (anomaly frequency, metric type, observed percentiles) rather than relying solely on the language model for numeric decisions. Bedrock is still used to generate the human-readable explanation, but threshold values, direction, and static alert recommendations are derived from your actual data and SLA-appropriate defaults.

Random Cut Forest (RCF) scoring with per-day-of-week adaptive baselines
Z-score anomaly scoring (0–10 scale) with configurable thresholds per subscription
Direction filtering: alert on high-only, low-only, or both deviations
Static threshold alerts (Alert if below / Alert if above) for absolute floor/ceiling safety nets
Wildcard dimension support with per-resource independent scoring
Wildcard batching optimization for high-dimension-count subscriptions (compact+ tiers)
Anomaly trend tracking: worsening, improving, stable, new
Configurable anomaly retention (per-subscription override on advanced+)

Natural language metric discovery via Amazon Bedrock (Claude Haiku)
AI tuning suggestions based on anomaly history with Ctrl+click OpenSearch full-history mode
AI-generated anomaly explanations (async batch with circuit breaker and 7-day cache)
AI executive summary in weekly anomaly reports
Smart defaults from AWS metrics catalog (auto-fill stat, direction, threshold, period)
Next/Prev navigation for multiple AI suggestions with duplicate detection

Discovery wizard with namespace/metric browser
Quick-subscribe chips with pre-configured smart mappings (no AI call)
AWS/TrustedAdvisor integration (RedFlagChecks, YellowFlagChecks, ServiceLimitUsage)
AWS metrics catalog with 57+ namespaces, auto-updated via Bedrock
Show-all-AWS-metrics toggle (active + catalog inactive)
Double-click to subscribe from discovery list
Return to expanded namespace after save/cancel

SNS alerts with severity, trend, training status, CloudWatch link, and runbook URL
Configurable email notifications with per-subscription notify threshold
Cost context in billing anomaly alerts (today vs baseline, % change)
Weekly anomaly report with AI executive summary, severity breakdown, cost analysis, system health
Report scheduling (per day-of-week) with configurable lookback window
On-demand report generation with auto-select in preview
Editor deep-link in alert emails

CloudWatch dashboard with detector duration, anomaly counts, AI metrics, system health
CycleDuration EMF metric for detector performance monitoring
Support bundle script for diagnostics collection
SSO integration (SAML/OIDC) for enterprise tier
RBAC: admin and viewer roles via Cognito groups
Landing page with stack info, editor link, dashboards link
Custom domain setup script
Service quota check script