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.
2,041 active AI roles across 203 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: Amazon (167 roles), JPMorgan Chase (145 roles), Adobe (78 roles), Google (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 (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, 2,041 active AI roles across 203 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (5%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3440 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Amazon | Senior Solutions Architect, GovTech ISVs | Big Tech | 7 | Agent orchestration · Guardrails · Evals · Model serving |
| Visa | Sr. SW Engineer (Full-stack Developer, Java, Angular / React & GenAI Engineer) | Fintech | 7 | Agent orchestration · Tool use · Evals · Fine-tuning · Model serving · Vector DB · LLM observability |
| Walmart | Software Engineer III | Retail | 7 | Agent orchestration · Tool use · Vector DB · Fine-tuning · LLM observability · Guardrails |
| Allstate | Senior AI Software Engineer | Insurance | 7 | Fine-tuning · Vector DB · Model serving |
| Walmart | Principal, Data Engineer | Retail | 7 | Agent orchestration · LLM observability · Vector DB · Model serving |
| Expedia | Machine Learning Scientist II | Hospitality | 7 | Agent orchestration · Fine-tuning · Model serving · Recommender systems · Search & ranking |
| Disney | Senior Principal Machine Learning Engineer, Ad Platforms | Media | 7 | Agent orchestration · Vector DB · Fine-tuning · Inference infra · Model serving · LLM observability |
| JPMorgan Chase | Data Scientist Lead | Banking | 7 | Agent orchestration · Agent research · LLM observability · Vector DB · Fine-tuning · Model serving |
| Forward Deployed Engineering Manager, Generative AI, Google Cloud | Big Tech | 7 | Agent orchestration · Tool use | |
| JPMorgan Chase | Sr Lead Architect, AI | Banking | 7 | Agent orchestration · Vector DB · LLM observability · Guardrails |
| JPMorgan Chase | Lead Software Engineer - Cloud/Python/AI Engineer | Banking | 7 | Agent orchestration · LLM observability · Guardrails · Inference infra · Model serving |
| JPMorgan Chase | Software Engineer III - AI/ML, Java / Python | Banking | 7 | Agent orchestration · LLM observability · Fine-tuning · Model serving |
| JPMorgan Chase | Senior Product Associate - Employee Platforms (AI Tooling, RAG, LLM) | Banking | 7 | Agent orchestration · Tool use · LLM observability · Evals |
| ClickHouse | Solutions Architect - LangFuse EMEA | Data AI | 7 | LLM observability · Evals · Model serving |
| ClickHouse | Solutions Architect - LangFuse APJ | Data AI | 7 | LLM observability · Evals · Model serving |
| JPMorgan Chase | Lead Software Engineer - Data Engineer | Banking | 7 | Agent orchestration · Agent research · Vector DB |
| Microsoft | Forward Deployed Engineer | Big Tech | 7 | Agent orchestration · Model serving · Inference infra · LLM observability |
| Amazon | Software Development Engineer, DC Assistant Development | Big Tech | 7 | Agent orchestration · Tool use · LLM observability · Model serving |
| Amazon | Worldwide Partner Solutions Architect, Data and AI GTM | Big Tech | 7 | Agent orchestration · LLM observability |
| Caterpillar | Lead Data Scientist | Industrial | 7 | Agent orchestration · Multimodal · Evals |
| Caterpillar | Lead Software Engineer, Gen AI | Industrial | 7 | Agent orchestration · Tool use · Fine-tuning · Model serving · LLM observability |
| CVS Health | Senior Machine Learning Engineer - Generative AI & Full-Stack Applications | Healthcare | 7 | Evals · Guardrails · LLM observability · Model serving · Agent orchestration |
| Salesforce | Lead Backend Software Engineer | Enterprise | 7 | Agent orchestration · Tool use · LLM observability |
| Visa | Data Scientist, (AI/ML) – Visa Consulting and Analytics | Fintech | 7 | Agent orchestration · Tool use · Vector DB |
| Salesforce | Software Engineering MTS (Full Stack) - AI Generalist (Demo Tools & Platform Engineering) | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Model serving |
| Zendesk | Director, Product Management | Enterprise | 7 | Search & ranking · LLM observability |
| Boeing | Data Scientist (Data Science) | Aerospace | 7 | Fine-tuning · Evals · Vector DB · Model serving |
| Boeing | Senior Data Scientist | Aerospace | 7 | Fine-tuning · Evals · Guardrails · Multimodal · LLM observability · Vector DB · Model serving |
| Verizon | Spec-Product Dev/Mgt | Telecom | 7 | Agent orchestration · Fine-tuning · Evals · LLM observability · Guardrails |
| Merck | Senior Manager, GSF GenAI & Agentic AI Tech Lead | Pharma | 7 | Agent orchestration · Tool use · LLM observability · Model serving |