New AI postings mentioning Production ML Systems per week — 1,175 total over 12 weeks.
1,825 active AI roles across 184 companies mention Production ML Systems. Category: ML Ops & Evaluation.
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.
103 AI roles requiring this skill.
| Company | Title | Sector | AI score | Stage |
|---|---|---|---|---|
| Weights & Biases | Solutions Architect - HPC/AI/ML | Data AI | 7 | L3 |
| Scale AI | Software Engineer, Robotics | Data AI | 7 | L0 |
| Snowflake | Software Engineer Intern (AI/ML) - 2026 | Data AI | 7 | L3 |
| Snorkel AI | Forward Deployed Engineer - Data as a Service | Data AI | 7 | L0 |
| Databricks | Staff Software Engineer, Foundational Model Serving | Data AI | 7 | L3 |
| Scale AI | Software Engineer, Robotics & Autonomous Systems | Data AI | 7 | L0 |
| Modal | Customer Engineer | Data AI | 7 | L3 |
| Baseten | Software Engineer - Training Infrastructure | Data AI | 7 | L0 |
| Fireworks AI | Member of Technical Staff, Cloud Infrastructure | Data AI | 7 | L3 |
| Databricks | Sr. Manager, Engineering - Search | Data AI | 7 | L4 |
| Databricks | Staff Backline Engineer - Data & AI | Data AI | 7 | L3 |
| Weights & Biases | Solutions Architect - HPC/AI/ML | Data AI | 7 | L3 |
| Baseten | Forward Deployed Engineer | Data AI | 7 | L3 |