K8sGPT is an advanced AI-powered tool designed to help users diagnose and triage issues within Kubernetes clusters. It scans the clusters, identifies problems, and translates complex technical details into easy-to-understand English. With built-in Site Reliability Engineering (SRE) expertise, K8sGPT offers actionable insights and recommendations to help maintain optimal performance and reliability of Kubernetes environments.

Arize AI is a machine learning observability and large language model (LLM) evaluation platform. It provides users with real-time monitoring and analytics to identify, diagnose, and fix issues in AI models. The platform helps ensure that AI pipelines are running smoothly by surfacing potential failures, data drifts, and performance issues, thereby facilitating faster troubleshooting and more reliable AI outcomes. Arize aims to eliminate the black box concern in AI, making models more transparent and understandable.