Innovation Insight: AI Observability

Learn why AI observability is becoming essential for governing, optimizing, and scaling AI workloads with confidence. 

Most organizations shipping AI have the same blind spots: probabilistic behavior, rising costs, fragmented visibility, compliance risk, and growing pressure to act faster. None of them shows up in a traditional monitoring dashboard. 

Dynatrace AI Observability helps SREs and AI engineers monitor their entire AI stack, debug AI applications faster, and improve quality with continuous evaluation that detects hallucinations, model drift, cost spikes, and quality degradation before they reach customers. Because AI behavior is connected with the applications, infrastructure, and business processes beneath it, teams can scale AI without scaling operational risk. 

Read the complimentary Gartner® report for guidance on how AI observability: 

• Gives teams the foundation to govern agentic AI
• Closes the visibility gap traditional monitoring cannot address
• Supports business outcomes including ROI tracking, cost control, and compliance evidence