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 |
|---|---|---|---|---|
| Anduril | Senior Machine Learning/MLOps Engineer | Defense | 8 | Model serving · Inference infra · Vector DB · LLM observability · Vision |
| Snorkel AI | Applied AI Engineer - Federal (TS Required) | Data AI | 8 | Agent orchestration · Fine-tuning · Evals · Vector DB · Synthetic data · Model serving |
| Datadog | Senior AI Engineer - APM Experiences | Enterprise | 8 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · Model serving |
| Amazon | Principal Applied Scientist, Sponsored Products and Brands | Big Tech | 8 | Fine-tuning · Recommender systems · Search & ranking · Model serving · RLHF |
| Roblox | [2026] Senior Machine Learning Engineer, AI Platform - PhD Early Career | Consumer | 8 | Model serving · Inference infra · Fine-tuning · Agent orchestration |
| Wix | Senior Server Engineer - AI Chatbot | Enterprise | 8 | LLM observability · Fine-tuning · Model serving · Agent orchestration |
| Vercel | Software Engineer, Agent | Enterprise | 8 | Agent orchestration · Tool use |
| Apple | Machine Learning Engineer | Big Tech | 8 | Recommender systems · Search & ranking |
| PitchBook | Machine Learning Engineer | Fintech | 8 | LLM observability · Fine-tuning · Model serving |
| Snorkel AI | Applied AI Engineer - AI Solutions | Data AI | 8 | Agent orchestration · Fine-tuning · Evals · Vector DB · LLM observability |
| Amazon | AI Platform Data Engineer, Ring Decisions Sciences Platform | Big Tech | 8 | Agent orchestration · Vector DB · Fine-tuning · Model serving |
| Moveworks | Sr. MLE, GAI Search Platform - JB0070751 | Enterprise | 8 | Recommender systems · Search & ranking · Agent orchestration · LLM observability · Model serving · Inference infra |
| Fireworks AI | Solutions Architect | Data AI | 8 | Inference infra · Model serving · Fine-tuning |
| Apple | Senior Machine Learning Engineer - AI, Search & Knowledge (ML Hub Core) | Big Tech | 8 | Inference infra · Model serving · Vector DB · LLM observability |
| Capital One | Senior Lead AI Engineer (AI Foundations, LLM Core and Agentic AI) | Banking | 8 | Model serving · Inference infra · Guardrails · Vector DB · Evals · LLM observability · Fine-tuning · Agent orchestration |
| Capital One | Lead AI Engineer (AI Foundations, LLM Core and Agentic AI) | Banking | 8 | Model serving · Inference infra · Fine-tuning · Guardrails · Vector DB · Agent orchestration · LLM observability · Evals |
| Capital One | Senior Lead AI Engineer (AI Foundations, LLM Core and Agentic AI) | Banking | 8 | Model serving · Inference infra · Guardrails · Vector DB · Fine-tuning · LLM observability · Agent orchestration |
| Sierra | Software Engineer, Agent | AI Frontier | 8 | Agent orchestration · Evals · Model serving · LLM observability |
| Capital One | Lead AI Engineer (AI Foundations, LLM Core and Agentic AI) | Banking | 8 | Model serving · Inference infra · Guardrails · Vector DB · LLM observability · Fine-tuning |
| Hightouch | Software Engineer, AI Agents | Data AI | 8 | Agent orchestration · Agent research · LLM observability · Vector DB · Fine-tuning · Model serving |
| OpenAI | Solutions Engineer- Startups | AI Frontier | 8 | Agent orchestration · Model serving · Fine-tuning |
| Capital One | Manager, Data Science - AI Foundations | Banking | 8 | Fine-tuning · LLM observability · Vector DB · Model serving |
| Cohere | Senior/Staff Full-Stack Engineer | AI Frontier | 8 | Agent orchestration · Model serving · Inference infra |
| Dropbox | Senior Engineering Manager, Core Media & Intelligence | Enterprise | 8 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Vision · Multimodal |
| Roblox | Senior AI Platform Engineer - Agentic Systems | Consumer | 8 | Agent orchestration · Vector DB · Model serving |
| ZoomInfo | Senior Product Manager, Context Engineering | Enterprise | 8 | Vector DB · Agent orchestration · Evals · LLM observability · Model serving |
| Roblox | Distinguished Engineer, Machine Learning Systems – Economy | Consumer | 8 | Recommender systems · Search & ranking · Inference infra · Model serving · Agent orchestration · LLM observability · Multimodal |
| Intercom | Senior Data Scientist - AI Tooling | Enterprise | 8 | Agent orchestration · Tool use · Vector DB · Evals |
| Walmart | (USA) Staff, Data Scientist | Retail | 8 | Agent orchestration · Fine-tuning · Model serving · LLM observability |
| Abridge | Software Engineer, Gen AI Platform | Vertical AI | 8 | Agent orchestration · Tool use · LLM observability · Vector DB · Evals |