Frequently asked questions

• What is ML System Deployment and how common is it in AI job postings?

  ML System Deployment is a skill in the "ML Ops & Evaluation" category. It currently appears in 592 active AI roles across 115 companies in our index.

• Which companies are hiring for ML System Deployment?

  The top employers with active AI roles mentioning ML System Deployment are: Google (147), Amazon (71), Apple (28), Salesforce (16), OpenAI (15).

• Is demand for ML System Deployment growing?

  Over the last 12 weeks, 419 new AI postings mentioned ML System Deployment. Demand is rising — up 273% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is ML System Deployment used?

  Roles requiring ML System Deployment are concentrated in: agents (35%), serving infrastructure (30%), application (19%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with ML System Deployment?

  Job postings that mention ML System Deployment most often also require: Machine Learning, Python, LLM Evaluation & Grading, Software Engineering, System Design.