What is Inference Optimization and how common is it in AI job postings?

Inference Optimization is a skill in the "ML Ops & Evaluation" category. It currently appears in 114 active AI roles across 32 companies in our index.

Which companies are hiring for Inference Optimization?

The top employers with active AI roles mentioning Inference Optimization are: Amazon (23), NVIDIA (15), ByteDance (13), OpenAI (7), Microsoft (7).

Is demand for Inference Optimization growing?

Over the last 12 weeks, 58 new AI postings mentioned Inference Optimization. Demand is rising — up 61% in the last four weeks compared to the earliest four weeks in the window.

At which stage of AI development is Inference Optimization used?

Roles requiring Inference Optimization are concentrated in: serving infrastructure (39%), agents (25%), post-training (22%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

What skills are commonly paired with Inference Optimization?

Job postings that mention Inference Optimization most often also require: Machine Learning, Large Language Models (LLMs), PyTorch, GPU Computing, Software Engineering.

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Inference Optimization

114 active AI roles across 32 companies mention Inference Optimization. Category: ML Ops & Evaluation.

Demand trend

New AI postings mentioning Inference Optimization per week — 58 total over 12 weeks.

Sector

All Big Tech · 49 Semiconductors · 23 Enterprise · 11 AI Frontier · 9 Defense · 5 Multimodal · 4 Data AI · 4 Banking · 3 Retail · 2 Fintech · 2 Robotics · 1 Auto · 1

Function

All Engineering · 82 Research · 31 Product · 1

Status

All Active only

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AI score Recently posted Company A–Z

114 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Cohere	Research Internship Reinforcement Learning (Summer)	AI Frontier	10	L2
OpenAI	Researcher, Loss of Control	AI Frontier	10	L4
Google	Senior Software Engineer, AI/ML, LLM Modeling	Big Tech	9	L2
Amazon	Applied Scientist, Safe RL, Robotics, SAF Lab	Big Tech	9	L6
Amazon	Director, Applied Science, Alexa for Shopping (Rufus)	Big Tech	9	L4
Amazon	Applied Scientist, Conversational Assistant Modeling and Learning	Big Tech	9	L4
Google	Research Engineer, Embodied Agents, DeepMind	Big Tech	9	L4
Fireworks AI	AI Field Engineer - Enterprise	Data AI	9	L3
Amazon	Principal Applied Scientist, ML Codesign	Big Tech	9	L3
NVIDIA

Frequently asked questions

What is Inference Optimization and how common is it in AI job postings?
Inference Optimization is a skill in the "ML Ops & Evaluation" category. It currently appears in 114 active AI roles across 32 companies in our index.
Which companies are hiring for Inference Optimization?
The top employers with active AI roles mentioning Inference Optimization are: Amazon (23), NVIDIA (15), ByteDance (13), OpenAI (7), Microsoft (7).
Is demand for Inference Optimization growing?
Over the last 12 weeks, 58 new AI postings mentioned Inference Optimization. Demand is rising — up 61% in the last four weeks compared to the earliest four weeks in the window.
At which stage of AI development is Inference Optimization used?
Roles requiring Inference Optimization are concentrated in: serving infrastructure (39%), agents (25%), post-training (22%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.
What skills are commonly paired with Inference Optimization?
Job postings that mention Inference Optimization most often also require: Machine Learning, Large Language Models (LLMs), PyTorch, GPU Computing, Software Engineering.

Inference Optimization

Top employers

Often paired with

Demand trend

Frequently asked questions

Demand trend

Inference Optimization

Top employers

Often paired with

Frequently asked questions