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 |
|---|---|---|---|---|
| Canva | Senior Data Scientist - Security | Enterprise | 5 | Evals · LLM observability |
| Salesforce | Forward Deployed Product Manager | Enterprise | 5 | Agent orchestration · Tool use |
| GE Healthcare | Staff Cloud and AI Integration Engineer | Healthcare | 5 | Agent orchestration · LLM observability · Guardrails · Model serving |
| Capital One | Lead Software Engineer, Full Stack | Banking | 5 | LLM observability · Vector DB · Fine-tuning · Model serving |
| Walmart | Software Engineer III | Retail | 5 | Agent orchestration · Vector DB · Fine-tuning · Model serving · Code gen |
| ZoomInfo | Senior Data Engineer | Enterprise | 5 | LLM observability |
| Baseten | GTM Engineer | Data AI | 5 | Agent orchestration · Tool use |
| Expedia | Principal Product Manager, Product Details Page | Hospitality | 5 | Recommender systems · LLM observability |
| Workday | Software Development Engineer (Full Stack) | Enterprise | 5 | Agent orchestration · Model serving · Vector DB |
| Eli Lilly | Data Architect, Data Foundry | Pharma | 5 | Vector DB |
| JPMorgan Chase | Lead Software Engineer – Full Stack - Java/AWS/Streaming | Banking | 5 | Vector DB · LLM observability |
| ABBYY | Staff Software Engineer | Enterprise | 5 | LLM observability · Model serving · Agent orchestration · Fine-tuning |
| Smartsheet | Sr. Business Intelligence Engineer, Enterprise Intelligence (Hybrid, Bangalore) | Seattle | 5 | Agent orchestration · Tool use · LLM observability |
| Zillow | Principal Product Manager, Mortgage Operating System | Consumer | 5 | Agent orchestration · Agent research · LLM observability |
| Visa | Lead Data Engineer | Fintech | 5 | Vector DB · Agent orchestration |
| Visa | Solution Architech | Fintech | 5 | Vector DB · LLM observability |
| Visa | Sr. Manager | Fintech | 5 | Agent orchestration · Vector DB · LLM observability |
| Roblox | Design Engineer | Consumer | 5 | Agent orchestration · Tool use · Model serving · Code gen |
| Adobe | Systems Design/Architecture Engineer – Sales & Post‑Sales Platforms | Enterprise | 5 | Agent orchestration |
| JPMorgan Chase | VP - Wholesale Portfolio Analytics - Grading | Banking | 5 | LLM observability |
| Amazon | Senior Software Development Engineer, SKG Team | Big Tech | 5 | Agent orchestration · LLM observability · Model serving |
| Netflix | Security Engineer (L5) - Workforce Security | Big Tech | 5 | Agent orchestration · Tool use |
| CVS Health | Senior Software Development Engineer | Healthcare | 5 | Agent orchestration · LLM observability |
| GitLab | Legal Engineer | Enterprise | 5 | Agent orchestration · Tool use · Guardrails · Fine-tuning |
| JPMorgan Chase | Branch Sales Enablement & AI/ML Analytics Solutions Senior Associate | Banking | 5 | Agent orchestration · Fine-tuning |
| Okta | AI Content Operations Intern (Summer 2026) | Enterprise | 5 | Agent orchestration · Evals · LLM observability |
| Sentry | Support Engineer | Enterprise | 5 | LLM observability · Evals |
| Rubrik | India Benefits & AI Operations Intern | Enterprise | 5 | LLM observability |
| Walmart | Software Engineer III | Retail | 5 | Agent orchestration · Tool use · LLM observability · Model serving |
| Walmart | Senior Manager, Software Engineering | Retail | 5 | Vector DB |