TraceTriage

TraceTriage is a web app (with optional Slack/Teams integrations) that focuses on one painful gap in cloud monitoring: quickly turning distributed traces into an actionable incident narrative. Instead of another dashboard, it ingests OpenTelemetry traces and logs, clusters failures by shared attributes (service version, endpoint, region, dependency), and produces a ranked “most likely culprit” list with supporting evidence (error spikes, latency regressions, recent deploys, and dependency anomalies). It also generates a short incident timeline and a reproducible query pack (OTel/LogQL/SQL snippets) engineers can run in their existing tools. This is an AI + traditional app: AI is used for summarization, clustering suggestions, and incident write-ups, but every claim links back to raw telemetry so teams can trust it. Realistically, adoption hinges on easy setup (agentless where possible) and proving it saves on-call time within the first week.