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 |
|---|---|---|---|---|
| JPMorgan Chase | Sr Lead Software Engineer: Customer Trust Assessment Platform | Banking | 7 | Agent orchestration |
| JPMorgan Chase | Product Manager Data and AI | Banking | 7 | Agent orchestration |
| ServiceNow | Advisory Presales Solution Consultant - Platform, Data & AI | Enterprise | 7 | Agent orchestration · Vector DB · LLM observability |
| Senior Software Engineer, AI/ML, Google Public Sector | Big Tech | 7 | Agent orchestration · Inference infra · Model serving · Audio & speech | |
| Microsoft | Techno Functional Consultant - ABS | Big Tech | 7 | Agent orchestration · Agent research · Tool use · LLM observability · Fine-tuning · Model serving |
| Amazon | Sr. Product Manager - Technical (External Services), AWS Startups, AWS Startups | Big Tech | 7 | Agent orchestration · LLM observability |
| Amazon | Software Development Engineer, AGI - Web information retrieval | Big Tech | 7 | Vector DB · Agent orchestration · Model serving · Inference infra · Search & ranking · Multimodal |
| Walmart | Principal, Software Engineer | Retail | 7 | Agent orchestration · LLM observability |
| Visa | Chief Software Engineer | Fintech | 7 | Agent orchestration · Tool use · Vector DB · Fine-tuning · Inference infra · Model serving |
| Visa | Sr. Director - Software Engineering (18+ years' exp, Java, AWS, AEM, GenAI) | Fintech | 7 | Agent orchestration · Vector DB · LLM observability · Inference infra · Model serving |
| Tempus AI | AI Data Science Summer Analyst | Vertical AI | 7 | LLM observability · Fine-tuning |
| Tempus AI | AI Data Science Summer Associate | Vertical AI | 7 | LLM observability · Fine-tuning · Agent orchestration |
| Walmart | SENIOR, SOFTWARE ENGINEER | Retail | 7 | Agent orchestration · Model serving · Inference infra · Forecasting · LLM observability |
| Visa | Lead Architect | Fintech | 7 | Agent orchestration · Vector DB · LLM observability |
| Visa | Senior Staff Engineer, AI Governance | Fintech | 7 | LLM observability · Evals · Guardrails · Fine-tuning · Agent orchestration · Model serving |
| JPMorgan Chase | Product Owner - Knowledge Management | Banking | 7 | Agent orchestration · Tool use · LLM observability · Search & ranking |
| Uber | Sr Applied Scientist | Consumer | 7 | Model serving · Fine-tuning · Evals · LLM observability |
| Airbyte | Solutions Architect | Data AI | 7 | Agent orchestration · LLM observability |
| Oracle | Principal Software Development Engineer - AI Data Platform | Enterprise | 7 | Agent orchestration · Vector DB · LLM observability |
| Apple | Machine Learning Engineer- Gen AI | Big Tech | 7 | Agent orchestration · LLM observability · Fine-tuning · Multimodal |
| JPMorgan Chase | Lead Software Engineer - SAP – BTP AI Developer | Banking | 7 | Agent orchestration · Fine-tuning · Model serving · LLM observability |
| JPMorgan Chase | Senior AI Product Manager | Banking | 7 | Agent orchestration · Fine-tuning |
| Databricks | Specialist Solutions Architect - AI/ML (Communications, Media, Entertainment & Games) | Data AI | 7 | Agent orchestration · Tool use · Guardrails · Vector DB · Model serving · Inference infra |
| Samsara | Digital Innovation Co-Op – Supply Chain | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Fine-tuning |
| JPMorgan Chase | Data Science and Gen AI Developer-Associate | Banking | 7 | Agent orchestration · Vector DB · LLM observability · Evals |
| Boeing | Lead Software Engineer - AI/ML | Aerospace | 7 | Fine-tuning · Agent orchestration · Multimodal |
| Tempus AI | Data Architect | Vertical AI | 7 | Agent orchestration · Vector DB |
| Deloitte | Lead Agentic Delivery Engineer | Consulting | 7 | Agent orchestration · LLM observability · Model serving |
| NVIDIA | Senior ASIC Infrastructure Engineer | Semiconductors | 7 | Agent orchestration · Fine-tuning · Model serving · LLM observability |
| Adobe | Fullstack Software Development Engineer 4 | Enterprise | 7 | Agent orchestration · Multimodal · LLM observability |