Overview

Arize AI provides a platform for AI observability and LLM evaluation that helps teams monitor, troubleshoot, and improve the performance of machine learning models, including generative models, NLP, computer vision, and recommender systems. It works by delivering analytics and workflows, tracing LLM operations (traces and spans), retrieval augmented generation (RAG), and task-based evaluations for issues like hallucinations, relevance, and citation checks. The platform distinguishes itself by offering end-to-end AI observability and LLM evaluation for top AI companies, with embedding-based RAG analysis to diagnose missing or irrelevant context. The goal is to help AI teams ensure models perform optimally and continuously improve their AI systems.