Retrieval-Augmented Generation: grounding LLM responses by retrieving relevant documents from a vector store or search index before generation, so answers cite real sources instead of hallucinating. Primary AI lifecycle stage: agents and application.
2,073 active AI roles across 201 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: Amazon (170 roles), JPMorgan Chase (150 roles), Adobe (78 roles), Google (78 roles), Capital One (69 roles).
RAG primarily belongs to the agents and application stages of the AI lifecycle. In current hiring, RAG roles concentrate at: agents (85%), application (4%).
The sectors with the most active RAG hiring are: Enterprise, Big Tech, Banking.
Retrieval-Augmented Generation: grounding LLM responses by retrieving relevant documents from a vector store or search index before generation, so answers cite real sources instead of hallucinating.
Primary AI lifecycle stage: agents and application.
As of today, 2,073 active AI roles across 201 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (4%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3483 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| EvenUp | Staff Machine Learning Engineer - Systems | Vertical AI | 8 | Vector DB · Fine-tuning · Model serving · Evals · Agent orchestration |
| NVIDIA | Senior Software Engineer, RAG and Agentic AI | Semiconductors | 8 | Agent orchestration · Tool use · Inference infra · Model serving · LLM observability · Evals |
| Adobe | Senior AI Engineering Manager - Forward Deployed | Enterprise | 8 | Agent orchestration · Fine-tuning · Model serving |
| Apple | AI/ML Software Engineer - SES Gen AI Solutions, IS&T | Big Tech | 8 | Agent orchestration · Tool use · Vector DB · LLM observability · Guardrails · Fine-tuning · Inference infra · Model serving · Multimodal |
| Perplexity | Internship - Search Machine Learning Engineer | AI Frontier | 8 | Search & ranking · Recommender systems · Fine-tuning · Model serving · LLM observability |
| Mistral AI | Applied AI, Forward Deployed Machine Learning Engineer - Morocco | AI Frontier | 8 | Agent orchestration · Fine-tuning · Model serving |
| ByteDance | Tech Lead, Software Engineer - AI Agent Memory Infrastructure | Big Tech | 8 | Agent orchestration · Vector DB · Multimodal · Inference infra · Model serving · LLM observability |
| Walmart | Staff, Software Engineer | Retail | 8 | Agent orchestration · Agent research · Multimodal · Fine-tuning · Model serving · LLM observability |
| Adobe | Senior Machine Learning Engineer | Enterprise | 8 | Fine-tuning · LLM observability · Model serving · Recommender systems |
| ByteDance | Senior Software Engineer - AI Agent Memory Infrastructure | Big Tech | 8 | Agent orchestration · Vector DB · Inference infra · Model serving · Multimodal · LLM observability |
| JPMorgan Chase | AI/ML Engineer – Agentic Private Bank Engineer , Sr Associate | Banking | 8 | Agent orchestration · LLM observability · Fine-tuning |
| JPMorgan Chase | Applied AI ML-Senior Associate | Banking | 8 | LLM observability · Search & ranking · Recommender systems · Agent orchestration |
| NVIDIA | Senior Software Engineer, Platform Engineering | Semiconductors | 8 | Agent orchestration · Tool use · LLM observability |
| Capital One | Lead AI Engineer (AI Foundations, LLM Core and Agentic AI) | Banking | 8 | Agent orchestration · Guardrails · LLM observability · Vector DB · Fine-tuning · Inference infra · Model serving |
| Visa | Machine Learning Engineer | Fintech | 8 | Agent orchestration · Inference infra · Model serving · Guardrails |
| Walmart | Director, Data Science | Retail | 8 | Recommender systems · Search & ranking · Agent orchestration · Vector DB · LLM observability · Guardrails · Model serving |
| Intel | Senior GenAI Software Architect | Semiconductors | 8 | Agent orchestration · Vector DB · Fine-tuning · LLM observability · Model serving |
| NVIDIA | Senior Systems Software Engineer, E-commerce AI Platform - GeForce NOW | Semiconductors | 8 | Agent orchestration · Tool use · LLM observability · Model serving |
| Mercury | Senior Software Engineer - AI Engineering | Fintech | 8 | Agent orchestration · Evals · Guardrails · LLM observability · Model serving · Inference infra |
| JPMorgan Chase | Applied AI ML - Python & Agentic AI | Banking | 8 | Agent orchestration · Tool use · Evals · Guardrails · Vector DB · Fine-tuning · Inference infra · Model serving · LLM observability |
| JPMorgan Chase | Data Scientist Associate Senior | Banking | 8 | Agent orchestration · LLM observability · Fine-tuning · Model serving |
| Capital One | Senior Lead AI Engineer (Gen AI Platform Services, Agentic AI) | Banking | 8 | Model serving · Inference infra · Guardrails · Vector DB · Agent orchestration · Fine-tuning · Evals · LLM observability |
| Capital One | Sr. Lead AI Engineer (Gen AI Platform Services) | Banking | 8 | Model serving · Inference infra · Guardrails · Vector DB · Fine-tuning · Evals · LLM observability |
| Capital One | Sr. Distinguished Machine Learning Engineer (Remote-Eligible) | Banking | 8 | Recommender systems · Inference infra · Model serving · Guardrails · Vector DB |
| GE Healthcare | Principal AI Architect | Healthcare | 8 | Fine-tuning · Model serving |
| Salesforce | CTO - Agentic Process Automation & Intelligence | Enterprise | 8 | Agent orchestration · LLM observability · Tool use |
| CrowdStrike | Engineering Manager - Agentic Workflows (Falcon Cloud Security) | Enterprise | 8 | Agent orchestration · LLM observability · Tool use |
| CrowdStrike | Sr. Software Engineer - Agentic Workflows | Enterprise | 8 | Agent orchestration · Tool use · LLM observability |
| Intel | Data Scientist | Semiconductors | 8 | Model serving · LLM observability · Fine-tuning |
| Intel | GenAI Software Architect | Semiconductors | 8 | Agent orchestration · Vector DB · Fine-tuning · Model serving |