Which companies are hiring for Model serving roles?

The companies with the most active Model serving listings are: Amazon (625 roles), NVIDIA (356 roles), Google (323 roles), Capital One (161 roles), JPMorgan Chase (156 roles).

What AI lifecycle stage does Model serving belong to?

Model serving primarily belongs to the serving infrastructure stage of the AI lifecycle. In current hiring, Model serving roles concentrate at: agents (40%), serving infrastructure (35%).

What sectors invest most in Model serving?

The sectors with the most active Model serving hiring are: Big Tech, Enterprise, Semiconductors.

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Model serving

Infrastructure for deploying trained models in production: request batching, autoscaling, KV-cache management, and low-latency inference at scale.

Primary AI lifecycle stage: serving infrastructure.

As of today, 4,890 active AI roles across 249 companies in our index reference Model serving. Hiring concentrates at the agents (40%) and serving infrastructure (35%) stages. Most common sectors: Big Tech, Enterprise, Semiconductors.

Top hiring:

Function

All Engineering · 7314 Research · 444 Product · 285

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134 AI roles tagged model_serving.

Company	Title	Sector	AI score	Other tags
Figure AI	Helix AI Engineer, Pretraining	Robotics	10	Pretraining · Frontier research · Multimodal · Embodied AI · Fine-tuning · RL post-training
Figure AI	Helix AI Engineer, Agentic Systems	Robotics	10	Agent orchestration · Embodied AI · Multimodal · Fine-tuning · Agent research · RL robotics
Wayve	Tech Lead, Autonomy Performance - Robotaxi	Robotics	9	Embodied AI · Evals · Inference infra
Apptronik	Staff MLOps Engineer	Robotics	9	Inference infra · Evals
Wayve	Machine Learning Engineer, App SW	Robotics	9	Embodied AI · Synthetic data · Evals
Wayve	Director AV Product Engineering	Robotics	9	Embodied AI · Fine-tuning · Evals
Wayve	Staff Machine Learning Engineer, AV Core	Robotics	9	Embodied AI · Multimodal · Vision · Fine-tuning · Evals · Interpretability · Pretraining · Agent orchestration
Wayve	Applied Scientist, Wayve Labs	Robotics	9	Embodied AI · Multimodal · Vision · Evals · Frontier research
Waabi	Distillation Lead	Robotics	9	Fine-tuning · Inference infra · Quantization · Multimodal · Embodied AI
Wayve	Tech Lead, ML Engineer - AV Product engineering	Robotics	9	Embodied AI · Multimodal · Vision · Fine-tuning · Evals
Agility Robotics	Senior AI Research Engineer	Robotics	9	Embodied AI · Inference infra
Figure AI	AI Training Infrastructure Engineer – Humanoid Whole Body Control	Robotics	9	RL robotics · Embodied AI · Training infra
Carbon Robotics	Deep Learning Engineer	Robotics	9	Inference infra
Figure AI	Helix AI Engineer, Modeling	Robotics	9	Multimodal · Embodied AI · Fine-tuning · Vision · Agent orchestration
Figure AI	Helix AI Engineer, Reinforcement Learning	Robotics	9	RL robotics · Embodied AI · Inference infra
Figure AI	Helix AI Engineer, Generative AI	Robotics	9	Synthetic data · Fine-tuning · Multimodal · Vision · Embodied AI
Waabi	Research Engineer, World Models	Robotics	9	Multimodal · Vision · Fine-tuning · Inference infra
Waabi	Research Scientist, World Models	Robotics	9	Frontier research · Multimodal · Fine-tuning
Apptronik	Lead Software Engineer - Dexterous Manipulation	Robotics	9	Embodied AI · Agent orchestration · Fine-tuning · Vision
Wayve	Principal Machine Learning Engineer, App SW	Robotics	9	Embodied AI · Inference infra · Evals · Synthetic data · Fine-tuning
Wayve	Machine Learning Engineer, App SW	Robotics	9	Embodied AI · Synthetic data · Evals
Apptronik	Reinforcement Learning Engineer	Robotics	9	RL robotics · Embodied AI · Fine-tuning
Applied Intuition	Research Engineer - Reinforcement Learning, Self-Driving	Robotics	9
Figure AI	Helix AI Engineer, Robot Learning	Robotics	9	Embodied AI · RL robotics · Vision
Agility Robotics	Director of AI	Robotics	9	Embodied AI · LLM observability · Inference infra · Synthetic data · Frontier research
Aurora Innovation	Machine Learning Engineering TL, Behavior Planning	Robotics	9	Synthetic data
Aurora Innovation	Machine Learning Engineering TL, Behavior Planning	Robotics	9	Synthetic data
Waabi	Research Engineer, Neural Rendering	Robotics	9	Inference infra · Synthetic data
Wayve	Machine Learning Engineer	Robotics	9	Embodied AI · Inference infra · Evals · Synthetic data · Fine-tuning
Wayve	Tech Lead, Wayve Labs	Robotics	9	Embodied AI · Inference infra · Multimodal

Frequently asked questions

What is Model serving in AI?
Infrastructure for deploying trained models in production: request batching, autoscaling, KV-cache management, and low-latency inference at scale. Primary AI lifecycle stage: serving infrastructure.
How many AI roles reference Model serving right now?
4,890 active AI roles across 249 companies in our index reference Model serving as of today.
Which companies are hiring for Model serving roles?
The companies with the most active Model serving listings are: Amazon (625 roles), NVIDIA (356 roles), Google (323 roles), Capital One (161 roles), JPMorgan Chase (156 roles).
What AI lifecycle stage does Model serving belong to?
Model serving primarily belongs to the serving infrastructure stage of the AI lifecycle. In current hiring, Model serving roles concentrate at: agents (40%), serving infrastructure (35%).
What sectors invest most in Model serving?
The sectors with the most active Model serving hiring are: Big Tech, Enterprise, Semiconductors.