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.
1,967 active AI roles across 201 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 (85%), 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, 1,967 active AI roles across 201 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (5%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3080 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Notion | AI Conversation Designer, Customer Support | Enterprise | 5 | Vector DB · LLM observability · Evals · Guardrails |
| Replit | Data Scientist | Enterprise | 5 | Agent orchestration · LLM observability · Fine-tuning |
| Airtable | Product Manager, Funnel & Activation | Enterprise | 5 | Agent orchestration |
| Adobe | Full Stack Software Engineer | Enterprise | 5 | Vector DB |
| Grafana Labs | Demand Generation Specialist | Canada | Remote | Data AI | 5 | Agent orchestration · LLM observability · Vector DB |
| Grafana Labs | Demand Generation Specialist | United States | Remote | Data AI | 5 | Agent orchestration · LLM observability |
| Scale AI | Staff FullStack Software Engineer, (Forward Deployed), GPS | Data AI | 5 | Model serving · Inference infra · LLM observability · Vector DB · Fine-tuning · Evals · Guardrails · Agent orchestration · Tool use |
| Scale AI | Senior Full-Stack Software Engineer, (Forward Deployed), GPS | Data AI | 5 | LLM observability · Vector DB · Fine-tuning · Model serving |
| Scale AI | Full-Stack Software Engineer, (Forward Deployed), GPS | Data AI | 5 | LLM observability · Vector DB · Fine-tuning · Model serving |
| Autodesk | Software Architect: AEC Platform Data | Enterprise | 5 | Agent orchestration · LLM observability · Guardrails |
| Replit | Product Lead, Growth Marketing | Enterprise | 5 | Agent orchestration · Vector DB · Fine-tuning · Inference infra · Model serving · Recommender systems · Search & ranking · Multimodal · Evals · Guardrails · LLM observability · Frontier research · Interpretability · Synthetic data · Agent research · RL post-training · RLHF · Reward modeling · RL robotics · Embodied AI |
| OpenAI | Solutions Engineer, Digital Natives | AI Frontier | 5 | LLM observability · Model serving |
| Amazon | Data Engineer II, AWS Field Experience - Investments | Big Tech | 5 | Vector DB |
| Workday | Software Development Engineer (Full Stack) | Enterprise | 5 | Agent orchestration · Model serving · Inference infra · Vector DB |
| 1Password | Senior Developer, Partnerships Engineering | Enterprise | 5 | Agent orchestration · Vector DB · LLM observability |
| Workday | Senior Software Development Engineer (Backend) | Enterprise | 5 | Agent orchestration · Model serving · Inference infra · Vector DB · LLM observability |
| Deloitte | Data Foundations Engineer | Consulting | 5 | LLM observability |
| Deloitte | Data Foundations Engineer | Consulting | 5 | LLM observability |
| SoFi | Principal Product Manager, AI Features | Fintech | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| Amazon | Product Manager Technical - Business Data Technologies, Business Data Technologies | Big Tech | 5 | Agent orchestration · LLM observability |
| Amazon | Data Engineer II, Ring Agent Platforms | Big Tech | 5 | Agent orchestration |
| Amazon | Senior Business Intel Engineer | Big Tech | 5 | Agent orchestration · Vector DB |
| Comcast | Development Engineer 2 | Media | 5 | Agent orchestration · Tool use |
| Adobe | Enterprise Architect | Enterprise | 5 | Agent orchestration · Tool use · Guardrails · LLM observability |
| Deloitte | Senior Data Scientist - Government & Public Services | Consulting | 5 | |
| Autodesk | Principal Full Stack Engineer | Enterprise | 5 | Agent orchestration |
| DoorDash | Manager, eDiscovery Operations | Consumer | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| Figma | Security Engineer | Enterprise | 5 | Agent orchestration · Guardrails · LLM observability · Vector DB · Fine-tuning · Inference infra · Model serving · Evals |
| Adobe | Principal Product Manager | Enterprise | 5 | Vector DB · Agent orchestration · Tool use · LLM observability |
| Adobe | Senior Software Development Engineer | Enterprise | 5 | Agent orchestration |