Middleware OpsAI

Middleware OpsAI functions as an SRE agent that detects, analyzes, and resolves production issues across distributed systems. It consumes telemetry data from traces, logs, and real user monitoring to identify errors, correlate signals across services, and surface incidents in real time.

OpsAI maps runtime issues to the underlying codebase by linking errors with stack traces, services, dependencies, and recent code changes. It performs root cause analysis using this context and identifies the source of failures across application, infrastructure, and frontend layers.

Based on the analysis, OpsAI suggests fixes and can generate pull requests with proposed code changes for review. This allows teams to move from detection to resolution within the same workflow, reducing manual investigation and debugging effort.

The system integrates with existing observability pipelines and version control systems, enabling continuous monitoring and automated incident response without requiring changes to current tooling.