Komodor

Herald

Herald is an AI SRE (Site Reliability Engineering) tool designed to proactively detect and resolve potential issues within software systems before they impact users or trigger alerts. It achieves this by building a comprehensive context graph encompassing observability data, codebase, CI/CD pipelines, and documentation. This allows Herald to understand normal system behavior and identify anomalies with high accuracy, even for novel incidents that traditional threshold-based monitoring would miss. Once an anomaly is detected, Herald automatically investigates across code, infrastructure, and telemetry to pinpoint the root cause. This investigation process is iterative and data-driven, evaluating multiple hypotheses simultaneously and correlating signals from various sources. The system then presents the determined root cause, often with actionable remediation advice, significantly reducing the Mean Time To Resolution (MTTR) and preventing downtime. Developed by a team with expertise in AI, LLMs, and data systems from UC Berkeley's RISELab, Herald is trusted by leading tech companies. It offers a next-generation approach to incident management, moving beyond reactive alert handling to true proactive incident prevention and contextualized problem-solving, aiming to deliver results in days rather than months.

Middleware

Middleware is a full-stack observability platform that unifies infrastructure monitoring, application performance monitoring (APM), real-user monitoring (RUM), logs, synthetic testing, and LLM observability in one place. Instead of juggling multiple tools, engineering teams can ingest all telemetry data and view it on a single timeline, making it easier to detect issues and move from symptom to root cause quickly. At the core of the platform is OpsAI, an AI-powered SRE agent. It analyzes traces, RUM data, and logs to automatically detect production issues, pinpoint the exact line of code responsible, and even open a pull request with fixes. Users can also ask for dashboards, charts, or queries in plain English, eliminating the need to learn a custom query language. Middleware is built for scale and reliability, with native OpenTelemetry support, 450+ integrations, petabyte-scale data handling, and enterprise-grade security including SOC 2, GDPR, ISO 27001, and HIPAA readiness. It offers a completely free tier to get started and provides 24/7 support from real engineers rather than chatbots.