Potential Monitoring Plan

Overview

This Azure AI Monitoring and Reporting Plan provides enterprise-grade visibility, accountability, and operational assurance for AI workloads running in Microsoft Azure. Designed for applications leveraging services like Azure OpenAI, Speech, Language, and Cognitive APIs, this plan ensures your AI solutions remain secure, reliable, and performance-optimized.

Goals

Proactively monitor AI system health, latency, and errors
Ensure SLA compliance and minimize downtime
Provide actionable performance and usage insights
Enable cost transparency and anomaly detection
Secure sensitive data and track access

Scope of Monitoring

Area	Monitored Item
AI Services	OpenAI (GPT), Speech, Language, Vision, etc.
Performance	Latency, token usage, call frequency, timeouts
Reliability	HTTP error rates, dependency failures
Security	Key Vault access, secret usage, auth events
Cost Tracking	Resource consumption and budget alerts
Custom Metrics	AI response accuracy, sentiment scores, etc.

Implementation Approach

Azure Monitor Integration
- Real-time tracking of latency, usage, errors
- Application Insights or custom telemetry
Diagnostic Settings
- Export logs to Log Analytics & Storage
- Enable audit trails and long-term retention
Alerts and Notifications
- Latency thresholds (e.g., > 500ms)
- Error alerts for failed API calls
- Custom thresholds for model usage
Dashboards and Visualization
- Azure Workbooks with real-time and historical metrics
- KPI charts for token usage, sentiment trend, etc.
Weekly/Monthly Reports
- Performance summaries
- Anomaly detection insights
- Recommendations for scaling or tuning

Security & Compliance

Access monitoring for Key Vault and secrets
RBAC enforcement on logs and diagnostics
Optional integration with Microsoft Defender for Cloud

Deliverables

Baseline monitoring template for all AI services
Custom alerts and dashboards tailored to client KPIs
Weekly AI health check report (PDF or Power BI)
Optional cost optimization and usage analysis

Optional Add-ons

GPT behavior audits (accuracy, bias, hallucinations)
Compliance logging for regulated industries (HIPAA, GDPR)
Integration with ServiceNow, PagerDuty, or Slack for alerting