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.
1,963 active AI roles across 200 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: JPMorgan Chase (149 roles), Amazon (147 roles), Adobe (76 roles), Google (67 roles), Walmart (64 roles).
RAG primarily belongs to the agents and application stages of the AI lifecycle. In current hiring, RAG roles concentrate at: agents (84%), application (5%).
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, 1,963 active AI roles across 200 companies in our index reference RAG. Hiring concentrates at the agents (84%) and application (5%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3044 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Scale AI | Software Engineer - New Grad | Data AI | 5 | Model serving |
| Amazon | Senior Data & AI Architect, AWS Professional Services | Big Tech | 5 | Vector DB · LLM observability |
| Airtable | Software Engineer, Data | Enterprise | 5 | Vector DB · LLM observability |
| Glean | Senior Developer Relations Advocate | Enterprise | 5 | Agent orchestration · Tool use · LLM observability · Fine-tuning · Model serving · Agent research |
| Replit | Field Engineer | Enterprise | 5 | Agent orchestration · Guardrails |
| Mixpanel | Senior Customer Strategy & Operations Manager | Data AI | 5 | Agent orchestration · Tool use |
| Deloitte | Full Stack Engineer, Lead - Tax Transformation | Consulting | 5 | Agent orchestration · Vector DB · Fine-tuning · Model serving |
| Deloitte | AI Full Stack Engineer, Manager - Tax Transformation | Consulting | 5 | LLM observability · Vector DB |
| Deloitte | AI Engineer, Manager - Tax Transformation | Consulting | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| Cresta | Software Engineer, Backend (Bucharest) | Vertical AI | 5 | Model serving · Inference infra |
| Vercel | Software Engineer, AI SDK | Enterprise | 5 | Agent orchestration · Tool use · Vector DB |
| Glean | Solutions Architect | Enterprise | 5 | Agent orchestration |
| Algolia | Senior Software Engineer - Search Infrastructure | Enterprise | 5 | Model serving · Inference infra · Vector DB |
| Joby Aviation | Software Engineering Intern | Robotics | 5 | Agent orchestration · Tool use · Fine-tuning |