Prompt Observability

Prompt observability is the practice of monitoring and analyzing how prompts, context, and model settings influence AI outputs in production. It includes logging, metrics, and dashboards focused on prompt performance. For prompt engineers and analytics teams, observability provides insight into which instructions drive desired Ai Messages, where failures occur, and how to prioritize improvements across campaigns and products. Prompt observability is the practice of monitoring how prompts, context, and model parameters influence outputs in production. It involves logging, metrics, dashboards, and alerting focused on prompt behavior. For prompt engineers and analytics teams, observability provides the feedback needed to debug failures, track drift, and continuously improve Ai Messages.