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.
2,014 active AI roles across 196 companies in our index reference RAG as of today. New postings fell 21% in the last 30 days versus the prior 30 (1105 → 874).
The companies with the most active RAG listings are: Amazon (164 roles), JPMorgan Chase (144 roles), Google (77 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.
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, 2,014 active AI roles across 196 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (4%) stages. Most common sectors: Enterprise, Big Tech, Banking. New postings fell 21% in the last 30 days versus the prior 30 (1105 → 874).
45 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| GEICO | Staff Machine Learning Engineer, AI Agent Platform | Insurance | 9 | Agent orchestration · Tool use · Guardrails · LLM observability · Agent research · Multi-agent |
| GEICO | Distinguished Machine Learning Engineer | Insurance | 8 | Agent orchestration · LLM observability · Evals |
| GEICO | Staff Machine Learning Engineer | Insurance | 8 | Agent orchestration · Agent research · LLM observability · Fine-tuning · Model serving · Inference infra |
| GEICO | Staff Applied Research Scientist | Insurance | 8 | Model serving · Recommender systems · LLM observability · Guardrails · Fine-tuning |
| Allstate | AI Engineer Lead | Insurance | 8 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving · Guardrails · Agent research |
| GEICO | Senior Machine Learning Engineer, AI Agent Platform | Insurance | 8 | Agent orchestration · Guardrails · LLM observability · Evals · Tool use |
| MetLife | Principal Architect (AI, Cloud & Azure) | Insurance | 8 | Agent orchestration · Fine-tuning · Model serving · LLM observability · Vector DB |
| GEICO | Sr. Software Engineer - Applied AI | Insurance | 8 | Agent orchestration · Tool use · Vector DB · LLM observability |
| GEICO | Distinguished Engineer, AI Applications | Insurance | 8 | Agent orchestration · LLM observability · Evals · Model serving |
| GEICO | Senior Staff Machine Learning Engineer, AI Agent Platform | Insurance | 8 | Agent orchestration · Agent research · Fine-tuning · Inference infra · Model serving · Guardrails · LLM observability · Evals · Tool use |
| GEICO | Staff Engineer - Applied AI | Insurance | 8 | Agent orchestration · Vector DB · LLM observability · Model serving |
| Premera Blue Cross | AI Engineer III | Insurance | 8 | Model serving · Inference infra · Guardrails · LLM observability |
| MetLife | Lead Data Scientist | Insurance | 8 | Model serving · Inference infra · Fine-tuning · Vector DB |
| GEICO | Sr Staff Engineer - Applied AI | Insurance | 8 | Agent orchestration · Agent research · Vector DB · Model serving · Inference infra · Guardrails · LLM observability |
| GEICO | Sr Staff Engineer - Applied AI | Insurance | 8 | Agent orchestration · Agent research · Vector DB · Model serving · Inference infra · Guardrails · LLM observability |
| Premera Blue Cross | AI Engineer IV | Insurance | 8 | Agent orchestration · Evals · Multi-agent · Model serving |
| GEICO | Staff Engineer - Applied AI | Insurance | 8 | Agent orchestration · Tool use · Vector DB · LLM observability · Model serving · Inference infra |
| GEICO | Director, Machine Learning Engineering | Insurance | 7 | Agent orchestration · Model serving · Inference infra · LLM observability |
| GEICO | Senior Machine Learning Engineer | Insurance | 7 | Model serving · Inference infra · LLM observability · Guardrails · Evals |
| GEICO | Senior Staff Software Engineer - Developer Experience | Insurance | 7 | Agent orchestration · Tool use · LLM observability · Guardrails · Code gen |
| MetLife | Senior AI Scientist | Insurance | 7 | LLM observability · Fine-tuning · Model serving |
| State Farm | Lead Software Engineer | Insurance | 7 | Agent orchestration · LLM observability |
| GEICO | Senior Director of Product Management, Enterprise Experience | Insurance | 7 | Agent orchestration · LLM observability · Vector DB · Model serving · Search & ranking · Copilot |
| Allstate | Senior AI Engineer | Insurance | 7 | Agent orchestration · LLM observability · Fine-tuning · Model serving |
| Allstate | Senior AI Software Engineer | Insurance | 7 | Fine-tuning · Vector DB · Model serving |
| MetLife | MLOps Engineer | Insurance | 7 | Model serving · Inference infra · LLM observability · Fine-tuning |
| Premera Blue Cross | AI Engineer III | Insurance | 7 | Model serving · Inference infra · Guardrails · LLM observability |
| GEICO | Principal Product Manager, Conversational Chatbot | Insurance | 7 | Agent orchestration |
| GEICO | Sr Staff Engineer — AI Security Architecture (HYBRID) | Insurance | 7 | Agent orchestration · Tool use · LLM observability |
| GEICO | Staff Engineer - .NET | Insurance | 7 | Agent orchestration · Agent research · Vector DB · LLM observability · Evals |