MLOps & Infrastructure · beginner · concept 137 of 187

🧰AI Platforms

An AI platform bundles services sold as one product: hosted model access, data storage with access controls, evaluation and experiment tracking, deployment and serving, and observability for cost, latency and output quality. No standard definition exists, so two vendor comparisons often measure different things. Buyers weigh model quality and price, then find the real cost in what is hard to move: pipeline formats, evaluation sets, feature definitions, audit logs. Check export paths and whether the serving API is standard first.