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.
4,890 active AI roles across 249 companies in our index reference Model serving as of today.
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).
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%).
The sectors with the most active Model serving hiring are: Big Tech, Enterprise, Semiconductors.
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.
1238 AI roles tagged model_serving.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Unity | Staff Machine Learning Engineer - Computer Vision & Multi-Modal AI | Enterprise | 9 | Multimodal · Inference infra · Fine-tuning · Quantization |
| Adobe | Staff Agentic ML Engineer - Photoshop | Enterprise | 9 | Agent orchestration · Tool use · Evals · Fine-tuning · Multimodal · Vision · RL post-training · Reward modeling |
| Elastic | Principal Data Scientist - Agent Builder | Enterprise | 9 | Agent orchestration · RAG · Evals · LLM observability · Search & ranking |
| Elastic | Principal Data Scientist - Agent Builder | Enterprise | 9 | Agent orchestration · RAG · Evals · LLM observability · Search & ranking |
| Elastic | Principal Data Scientist - Agent Builder | Enterprise | 9 | Agent orchestration · RAG · Evals · LLM observability · Search & ranking |
| Elastic | Principal Data Scientist - Agent Builder | Enterprise | 9 | Agent orchestration · RAG · Evals · LLM observability · Search & ranking |
| Elastic | Principal Data Scientist - Agent Builder | Enterprise | 9 | Agent orchestration · RAG · Evals · LLM observability · Search & ranking |
| Rubrik | Senior Machine Learning Engineer | Enterprise | 9 | Fine-tuning · RL post-training · Inference infra · Synthetic data · Evals · Guardrails · LLM observability |
| CrowdStrike | Data Scientist, Agentic Systems (Remote) | Enterprise | 9 | Agent orchestration · Agent research · Tool use · Evals · Guardrails · Fine-tuning · RL post-training · LLM observability |
| CrowdStrike | AI Engineer(Remote, IND) | Enterprise | 9 | Agent orchestration · Agent research · RAG · Vector DB · Fine-tuning · LLM observability · Evals · Guardrails · Tool use |
| CrowdStrike | Lead AI Engineer, GTM Applications (Remote) | Enterprise | 9 | Agent orchestration · Agent research · RAG · Vector DB · LLM observability · Guardrails · Evals · Inference infra |
| Oracle | Senior Principal AI Agent / ML Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Inference infra |
| Oracle | Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Fine-tuning · Inference infra |
| CrowdStrike | Sr. Data Scientist (Hybrid) | Enterprise | 9 | Agent orchestration · RAG · Vector DB · LLM observability · Recommender systems · Search & ranking |
| Axon | Senior Agentic AI Research Scientist | Enterprise | 9 | Agent orchestration · Multimodal · Vision · RAG · Vector DB · Inference infra · Evals |
| Salesforce | Software Engineering LMTS | Enterprise | 9 | Fine-tuning · RL post-training · Frontier research · Agent research |
| Salesforce | Senior, Member of Technical Staff | Enterprise | 9 | Agent orchestration · Agent research · RAG · Vector DB · LLM observability · Tool use |
| Salesforce | Principal Architect | Enterprise | 9 | Agent orchestration · Multi-agent · Evals · Guardrails · LLM observability · RAG · Fine-tuning · Agent research |
| Elastic | Principal Data Scientist - Agent Builder | Enterprise | 9 | Agent orchestration · RAG · Evals · LLM observability · Search & ranking · Vector DB |
| Oracle | Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Inference infra · Agent research |
| Oracle | Senior Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Inference infra · Agent research |
| Oracle | Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Inference infra |
| Oracle | Senior Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Inference infra · Agent research |
| Oracle | Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Inference infra · Agent research |
| Oracle | Principal AI Agent / ML Software Engineer (OCI) | Enterprise | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Vector DB · Inference infra |
| Adobe | Applied Scientist 5.5 | Enterprise | 9 | Fine-tuning · Inference infra · Multimodal · Evals |
| Adobe | Applied Scientist 5 | Enterprise | 9 | Fine-tuning · Inference infra · Vision · Multimodal |
| Salesforce | Forward Deployed Engineering Lead | Enterprise | 9 | Agent orchestration · LLM observability · RAG · Vector DB · Fine-tuning |
| Oracle | Snr Director, Applied Science | Enterprise | 9 | Multimodal · Agent orchestration · Inference infra · RAG · Evals · Guardrails · LLM observability · Vision · Audio & speech |
| Oracle | Principal Applied Scientist | Enterprise | 9 | Agent orchestration · Tool use · RAG · Fine-tuning · LLM observability · Guardrails |