Latitude
Full observability into AI agent failures with automatic issue detection, alerts, and self-healing fixes. Trusted by teams building agents at scale.
Latitude is an open-source alternative to:
Latitude is an open-source AI agent observability and monitoring platform designed to help teams debug, monitor, and improve their AI agents in production.
Key Features
- Self-Healing Agents: Automatically detects failures in production AI agents and dispatches coding agents (like Claude Code or Cursor) to fix issues with minimal intervention.
- Conversation Intelligence: Analyzes completed sessions to extract behavior patterns, escalations, resolutions, and failure modes.
- Automatic Issue Discovery: Groups recurring failures, prioritizes them, and provides trend analysis with failing traces attached.
- Real-Time Alerts: Sends notifications via Slack, email, or webhooks when new issues are detected or existing ones escalate.
- OTEL Compatibility: Integrates seamlessly with OpenTelemetry pipelines without proprietary formats or vendor lock-in.
- Custom Signals: Allows defining custom signals for tracking specific failure modes, policies, or quality checks.
- Dataset Management: Automatically builds golden datasets from validated production traces for evaluation and regression testing.
- Human Annotations: Enables inline feedback on traces, spans, or outputs to improve structured signal collection.
- Advanced Filters: Supports semantic search, exact text, and metadata filters for cohort analysis (e.g., "frustrated users on GPT-5.5 in prod after the May release").
- Failure Mode Clustering: Groups similar failing traces into issues with examples, trends, and affected user metrics for efficient triaging.
Tech / Self-Hosting
Latitude is open-source and can be self-hosted. It supports integration with existing OpenTelemetry pipelines and provides an MCP server for running the entire monitoring loop within your editor. The platform is designed to scale with production workloads and offers comprehensive documentation for setup and customization.