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, 2,037 active AI roles across 199 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (4%) stages. Most common sectors: 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.
2,037 active AI roles across 199 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: Amazon (167 roles), JPMorgan Chase (146 roles), Google (78 roles), Adobe (73 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.
3504 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Postman | Senior Offensive Security Manager | Enterprise | 8 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Inference infra · Model serving · Agent research · Multimodal |
| Apple | Staff Machine Learning Engineer, Search & Knowledge Platform | Big Tech | 8 | Search & ranking · Recommender systems · Fine-tuning · Model serving · LLM observability |
| JPMorgan Chase | Lead Software Engineer - AI | Banking | 8 | Agent orchestration · Tool use · Evals · Guardrails · Vector DB |
| Forward Deployed Engineering Manager, Generative AI, Google Cloud | Big Tech | 8 | Agent orchestration · Tool use · LLM observability · Model serving | |
| Instacart | Senior Software Engineer II, AI Labs & Foundations | Consumer | 8 | Agent orchestration · Vector DB · LLM observability · Model serving |
| Eli Lilly | AI Architect – Lilly Medicine Foundry (R5-6) | Pharma | 8 | Agent orchestration · Vector DB · Fine-tuning · Model serving · LLM observability · Guardrails |
| NVIDIA | SOC AI Application Engineer — AI Services, Agents and Knowledge Systems | Semiconductors | 8 | Agent orchestration · Vector DB · Model serving · Inference infra · Evals · Guardrails · LLM observability · Tool use |
| Adobe | Sr. AI Systems Architect (AI/ML), Brand Concierge | Enterprise | 8 | Agent orchestration · Vector DB · LLM observability |
| JPMorgan Chase | Finance Decision Optimization - Data Scientist Lead | Banking | 8 | Agent orchestration · Tool use · Agent research · Evals · Guardrails · LLM observability · Model serving |
| Microsoft | Principal Applied Scientist | Big Tech | 8 | Recommender systems · Search & ranking · Agent orchestration · LLM observability · Model serving · Inference infra |
| LangChain | GTM Engineer | Data AI | 8 | Agent orchestration · LLM observability |
| Cresta | Senior Forward Deployed Engineer (AI Agent) | Vertical AI | 8 | Agent orchestration · Tool use · LLM observability · Model serving |
| Microsoft | Senior Software Engineer -AI/ML | Big Tech | 8 | Agent orchestration · Multimodal · Fine-tuning · Model serving · Evals |
| Amazon | Principal Software Engineer, Agentic AI DevOps | Big Tech | 8 | Agent orchestration · LLM observability |
| Amazon | Sr. Applied AI Solutions Architect - Public Sector, Amazon Connect | Big Tech | 8 | Agent orchestration · Tool use · LLM observability · Model serving |
| Amazon | Customer Solutions Manager, Prototyping & Customer Engineering | Big Tech | 8 | Agent orchestration · Agent research |
| NVIDIA | Director, Product Platform Retail and CPG Industries | Semiconductors | 8 | Agent orchestration · Model serving · Inference infra |
| Visa | Senior Manager- (Agentic AI Development/Solution/Client facing) | Fintech | 8 | Agent orchestration · Tool use · Fine-tuning · LLM observability · Evals |
| Autodesk | Software Architect, AI/ML | Enterprise | 8 | Agent orchestration · Tool use · LLM observability · Evals · Model serving · Fine-tuning |
| Manager, Forward Deployed Engineering, Generative AI, Google Cloud | Big Tech | 8 | Agent orchestration · Tool use · LLM observability | |
| Honeywell | Sr. Advanced AI Software Engineer | Industrial | 8 | Agent orchestration · Vector DB · Fine-tuning · Model serving |
| Verkada | Software Engineering Manager - Search | Enterprise | 8 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Inference infra · Model serving · Vision · Multimodal · Evals · Guardrails |
| Microsoft | AI Product Management, Copilot | Big Tech | 8 | Agent orchestration · Tool use · Evals · Vector DB · Fine-tuning · Model serving |
| Apple | Machine Learning Engineer, Video Search Team | Big Tech | 8 | Recommender systems · Search & ranking · Vector DB · Model serving · Inference infra |
| JPMorgan Chase | Applied AI/ML - Vice President | Banking | 8 | LLM observability · Fine-tuning · Model serving · Recommender systems · Agent orchestration · Evals |
| Lattice | Senior Software Engineer, AI | Enterprise | 8 | Agent orchestration · Evals · LLM observability · Vector DB |
| JPMorgan Chase | Applied AI ML Director | Banking | 8 | Agent orchestration · LLM observability · Vector DB · Evals · Model serving |
| JPMorgan Chase | Applied AIML -Executive Director | Banking | 8 | Recommender systems · Search & ranking · Model serving · Inference infra · Evals · Guardrails |
| JPMorgan Chase | Applied AI ML Lead [Multiple Positions Available] | Banking | 8 | Agent orchestration · Fine-tuning · Model serving · LLM observability · Guardrails · Vector DB |
| Airbnb | Staff Product Manager, AI Personalization | Consumer | 8 | LLM observability · Recommender systems · Agent orchestration |