1,825 active AI roles across 184 companies mention Production ML Systems. Category: ML Ops & Evaluation.
New AI postings mentioning Production ML Systems per week — 1,175 total over 12 weeks.
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.
The top employers with active AI roles mentioning Production ML Systems are: Amazon (252), NVIDIA (134), Capital One (118), Google (99), OpenAI (62).
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.
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.
Job postings that mention Production ML Systems most often also require: Machine Learning, Python, Large Language Models (LLMs), Agentic Systems, Software Engineering.
7 AI roles requiring this skill.
| Company | Title | Sector | AI score | Stage |
|---|---|---|---|---|
| Crusoe | Staff Product Manager, Managed Intelligence (SF/Sunnyvale) | Data AI | 9 | L4 |
| Fireworks AI | Member of Technical Staff, Evals & Post-Training Product | Data AI | 9 | L5 |
| Snorkel AI | Senior Product Manager - Data & Quality | Data AI | 8 | L5 |
| Hightouch | AI Creative Designer, Email | Data AI | 7 | L4 |
| Weights & Biases | Staff Product Manager, Insights | Data AI | 7 | L4 |
| Databricks | Sr. Product Manager, Databricks AI | Data AI | 7 | L4 |
| Databricks | Sr. Product Manager, Databricks AI | Data AI | 7 | L4 |