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.

← Tag co-occurrence network

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:

499 AI roles tagged model_serving.

Company	Title	Sector	AI score	Other tags
JPMorgan Chase	Applied AI ML Researcher Lead	Banking	9	Agent orchestration · Multi-agent · Agent research · Evals
JPMorgan Chase	Applied Machine Learning Scientist - Vice President	Banking	9	Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Fine-tuning · Recommender systems · Multimodal · Agent research · RL post-training
JPMorgan Chase	Sr Director of Software Engineering - AI/ML platforms (Intelligent Agentic Systems, RAG, LLM Architectures)	Banking	9	Agent orchestration · RAG · Search & ranking · Fine-tuning
JPMorgan Chase	Applied AI ML Researcher Director	Banking	9	Agent orchestration · Agent research · Inference infra
Capital One	Applied Researcher II	Banking	9	Pretraining · Fine-tuning · Inference infra · Vector DB
Capital One	Distinguished Engineer	Banking	9	Inference infra · Quantization
Capital One	Principal Associate, Data Science - AI Foundations	Banking	9	Fine-tuning · Inference infra · Agent orchestration · RAG · Vector DB · LLM observability
Capital One	Sr. Distinguished AI Engineer (Agentic AI Platform)	Banking	9	Agent orchestration · RAG · Guardrails · LLM observability · Tool use · Vector DB
Capital One	Applied Researcher II (AI Foundations, LLM Core and Agentic AI)	Banking	9	Pretraining · Fine-tuning · RL post-training · Frontier research · Agent research · Agent orchestration · Vector DB · Recommender systems · Multimodal
Capital One	Applied Researcher II	Banking	9	Fine-tuning · Frontier research · Pretraining · RL post-training · Vector DB
JPMorgan Chase	Generative AI Executive Director	Banking	9	Agent orchestration · Multimodal · Fine-tuning · Inference infra
JPMorgan Chase	Applied AI ML Researcher Director	Banking	9	Agent orchestration · Agent research · Inference infra
JPMorgan Chase	Senior Lead Software Engineer- Java/Python/ AI Solutions	Banking	9	Agent orchestration · Tool use · LLM observability · RAG · Vector DB · Fine-tuning · Agent research
JPMorgan Chase	Generative AI - Vice President	Banking	9	Agent orchestration · LLM observability · Inference infra · Fine-tuning · Multimodal
JPMorgan Chase	AI Agents Applied Engineer - Senior Associate	Banking	9	Agent orchestration · Tool use · Fine-tuning · Inference infra · Guardrails · LLM observability · Recommender systems · Search & ranking · RL post-training
JPMorgan Chase	AI Agents Applied Research/Engineering Lead - Vice President	Banking	9	Agent orchestration · Tool use · Guardrails · Fine-tuning · Inference infra · Recommender systems · Search & ranking · RL post-training
Capital One	Applied Researcher I (AI Foundations, LLM Core and Agentic AI)	Banking	9	Fine-tuning · RL post-training · Frontier research · Vector DB
Capital One	Senior Manager, Data Scientist - Applied AI	Banking	9	Fine-tuning · Vector DB
Capital One	Applied Researcher II (AI Foundations, LLM Core and Agentic AI)	Banking	9	Fine-tuning · Frontier research · Inference infra · Pretraining · RL post-training · Vector DB
JPMorgan Chase	Machine Learning Scientist - Vice President	Banking	9	Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Fine-tuning · Recommender systems · RL post-training · Multimodal
JPMorgan Chase	Applied AI ML Lead Researcher - Commercial and Investment Bank	Banking	9	Agent orchestration · Agent research · Frontier research · Inference infra
JPMorgan Chase	Applied AI/ML Director Researcher	Banking	9	Agent orchestration · Agent research · Frontier research · Inference infra
JPMorgan Chase	Generative AI Director	Banking	9	LLM observability · Agent orchestration · Tool use · Fine-tuning · Inference infra · Multimodal · Vision · Audio & speech
Capital One	Sr. Distinguished Applied Researcher	Banking	9	Pretraining · Fine-tuning · Inference infra · Vector DB · Frontier research
JPMorgan Chase	Applied AI ML Vice President	Banking	8	Agent orchestration · Evals · RAG
JPMorgan Chase	Applied AI ML Lead [Multiple Positions Available]	Banking	8	Agent orchestration · RAG · LLM observability · Evals · Fine-tuning
JPMorgan Chase	Senior AI Application Engineer - Vice President	Banking	8	LLM observability · Evals · Guardrails · Inference infra
Capital One	Senior Director, Software Engineering - AI	Banking	8	Agent orchestration · Inference infra · LLM observability
JPMorgan Chase	Risk Management & Compliance - Data Scientist Lead, Executive Director	Banking	8	Agent orchestration
Capital One	Senior Lead AI Engineer (GenAI Platform Services)	Banking	8	Fine-tuning · Inference infra · Guardrails · Vector DB · LLM observability · Evals

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.