Production ML Systems

Frequently asked questions

• What is Production ML Systems and how common is it in AI job postings?

  Production ML Systems is a skill in the "ML Ops & Evaluation" category. It currently appears in 1,825 active AI roles across 184 companies in our index.

• Which companies are hiring for Production ML Systems?

  The top employers with active AI roles mentioning Production ML Systems are: Amazon (252), NVIDIA (134), Capital One (118), Google (99), OpenAI (62).

• Is demand for Production ML Systems growing?

  Over the last 12 weeks, 1,175 new AI postings mentioned Production ML Systems. Demand is rising — up 130% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Production ML Systems used?

  Roles requiring Production ML Systems are concentrated in: agents (40%), serving infrastructure (27%), application (15%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Production ML Systems?

  Job postings that mention Production ML Systems most often also require: Machine Learning, Python, Large Language Models (LLMs), Agentic Systems, Software Engineering.