AI engineer vs ML engineer vs data scientist - which do I need?

A data scientist analyzes data and builds experimental models. An ML engineer makes those models work reliably in production - deployment, scaling, monitoring, retraining. An AI engineer is broader - ML engineering plus integration of AI services (LLM APIs, computer vision, NLP) into applications. Not sure? Tell us what you're building and we'll recommend the right profile.