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.
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.
3440 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Adobe | Lead Solution Architect | Enterprise | 5 | Agent orchestration · LLM observability |
| Adobe | Sr. Software Development Engineer 5 | Enterprise | 5 | Model serving |
| GEICO | Senior Staff Software Engineer - AI & Underwriting Platforms - Hybrid | Insurance | 5 | |
| Brex | Engineering Manager, Onboarding | Fintech | 5 | LLM observability · Vector DB · Fine-tuning · Model serving |
| Legora | Software Engineer - Internal Tooling | Vertical AI | 5 | Agent orchestration · LLM observability · Model serving |
| DocuSign | IT Application Engineer | Enterprise | 5 | Agent orchestration · Tool use · Guardrails |
| Amazon | Software Development Engineer - Test II, Alexa Endpoint Experiences | Big Tech | 5 | Evals · Vector DB · Fine-tuning · Model serving · LLM observability |
| Spotify | Senior Site Reliability Engineer | Consumer | 5 | Agent orchestration · Inference infra · Model serving · LLM observability |
| Writer | Solutions architect (pre-sales) (West) | AI Frontier | 5 | Agent orchestration · LLM observability · Fine-tuning · Model serving · Tool use |
| Together AI | Backend Software Engineer — Data Platform & AI Data Products | Data AI | 5 | LLM observability · Guardrails |
| Salesforce | Pre-Sales Data and AI Architect - Solution Engineering | Enterprise | 5 | Agent orchestration · Vector DB |
| Skydio | Success Systems Specialist | Defense | 5 | Agent orchestration · Vector DB · LLM observability · Model serving |
| Amazon | Senior Design Technologist, IMDb, Creative Studio | Big Tech | 5 | Vector DB · LLM observability · Fine-tuning · Model serving · Evals |
| PayPal | Principal, Experience Architecture & AI Innovation | Fintech | 5 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Vision · Audio & speech · Frontier research · Interpretability · Synthetic data · Agent research · RL post-training |
| PayPal | Sr Exp Designer - Help Center & Messaging Platform | Fintech | 5 | Agent orchestration · LLM observability |
| Uber | Software Engineer II, AdTech | Consumer | 5 | Model serving · LLM observability |
| MongoDB | AI Staff Developer Advocate | Enterprise | 5 | Agent orchestration · Vector DB |
| Zendesk | Product Manager, MarTech & Digital Systems | Enterprise | 5 | Agent orchestration · LLM observability |
| JPMorgan Chase | Python Full stack Lead Software Engineer | Banking | 5 | Vector DB |
| Smartsheet | Senior AI & Data Governance Engineer-II (Hybrid in Bangalore ) | Seattle | 5 | Guardrails · Evals · LLM observability |
| Uber | Sr Software Engineer, AdTech | Consumer | 5 | LLM observability · Model serving |
| Amazon | Ontologist, Product Knowledge | Big Tech | 5 | |
| ClickUp | Senior Growth Marketing Manager | Enterprise | 5 | Agent orchestration · LLM observability · Fine-tuning · Model serving · Recommender systems |
| Amazon | Business Intelligence Engineer, Amazon | Big Tech | 5 | Agent orchestration · Vector DB |
| Microsoft | Solution Engineer - Workforce AI | Big Tech | 5 | Agent orchestration · Copilot |
| Amplitude | Senior Software Engineer, Data Management | Data AI | 5 | LLM observability · Agent orchestration |
| Cresta | Senior Full Stack Engineer - Conversation Intelligence | Vertical AI | 5 | LLM observability · Agent orchestration · Model serving · Fine-tuning |
| JPMorgan Chase | AI/LLM SRE Lead Software Engineer | Banking | 5 | Model serving · Inference infra · LLM observability |
| Skydio | GTM Data Engineer Intern | Defense | 5 | Agent orchestration · Vector DB · Model serving |
| MongoDB | Senior Staff Enterprise Architect, Q2C & Monetization | Enterprise | 5 | Vector DB |