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.

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Production ML Systems

1,825 active AI roles across 184 companies mention Production ML Systems. Category: ML Ops & Evaluation.

Demand trend

New AI postings mentioning Production ML Systems per week — 1,175 total over 12 weeks.

Function

All Engineering · 1493 Research · 213 Product · 123

Status

All Active only

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44 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Anthropic	Research Engineer, Pretraining Scaling - London	AI Frontier	9	L1
OpenAI	Research Engineer, Codex	AI Frontier	9	L4
Hume AI	AI Researcher	AI Frontier	9	L2
OpenAI	RE / RS - Foundations, Search	AI Frontier	9	L0
OpenAI	Researcher, Safety Oversight	AI Frontier	9	L5
OpenAI	Researcher, Trustworthy AI	AI Frontier	9	L5
OpenAI	Researcher, Alignment	AI Frontier	9	L2
OpenAI	Research Engineer, Retrieval & Search, Applied Engineering	AI Frontier	9	L4
Anthropic	Anthropic Fellows Program — ML Systems & Performance	AI Frontier	8	L0
Anthropic	Biological Safety Research Scientist	AI Frontier	8	L5
Lila Sciences	Research Scientist I/II, Statistical Mechanics and Dynamics	AI Frontier	8	L4
Lila Sciences	AI Residency Program, Material Science (2026 Cohort)	AI Frontier	8	L1
Anthropic	Regional Research Economist, Economic Research	AI Frontier	7	L0
Anthropic	Anthropic Fellows Program — The Anthropic Institute Fellows (Economics & Policy)	AI Frontier	7	L0

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.

Production ML Systems

Top employers

Often paired with

Demand trend

Frequently asked questions

Production ML Systems

Top employers

Often paired with

Demand trend

Frequently asked questions