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 |
|---|---|---|---|---|
| Capital One | Staff Software Engineer - Machine Learning | Banking | 7 | Agent orchestration · Vector DB · Fine-tuning · Model serving · Guardrails |
| Visa | Systems Engineer, Linux and AI | Fintech | 7 | Agent orchestration · Tool use · Evals · Guardrails · Vector DB · Fine-tuning · Model serving |
| Pfizer | AI Data Engineer--LLMs / Agentic Systems | Pharma | 7 | Agent orchestration · Vector DB · LLM observability · Model serving |
| Microsoft | Software Engineer | Big Tech | 7 | Agent orchestration · Tool use · LLM observability · Code gen |
| Microsoft | Senior Software Engineer | Big Tech | 7 | Agent orchestration · Tool use · LLM observability · Code gen |
| Microsoft | Applied Scientist II (Bing Places) | Big Tech | 7 | LLM observability · Search & ranking · Model serving · Inference infra |
| Writer | Security engineer, application security (UK) | AI Frontier | 7 | Agent orchestration · Guardrails · LLM observability · Fine-tuning · Model serving |
| Webflow | Senior Agentic Engineer | Enterprise | 7 | Agent orchestration · Tool use · Vector DB · LLM observability |
| Microsoft | Senior Applied Scientist (Bing Places) | Big Tech | 7 | LLM observability · Model serving · Inference infra |
| Amazon | Data and AI Architect , Professional Services - Taiwan | Big Tech | 7 | Fine-tuning · Agent orchestration |
| GE Healthcare | Software Engineer - AI Automation | Healthcare | 7 | Agent orchestration · LLM observability · Fine-tuning · Evals |
| Salesforce | Account Solution Engineer - Intelligence Community (All Levels) | Enterprise | 7 | Agent orchestration · LLM observability · Guardrails |
| Walmart | (USA) Principal, Software Engineer | Retail | 7 | Evals · Model serving · Inference infra · LLM observability |
| Visa | Staff SW Engineer – Agentic AI Platform | Fintech | 7 | Agent orchestration · LLM observability · Model serving |
| Adobe | Machine Learning Engineer | Enterprise | 7 | Multimodal · Inference infra · Vector DB |
| Boeing | Mid-Level Generative Artificial Intelligence (GenAI) Search Solutions Developer | Aerospace | 7 | Vector DB · Fine-tuning · Model serving · Search & ranking |
| Salesforce | Software Engineering Architect | Enterprise | 7 | Agent orchestration · Vector DB · LLM observability · Guardrails · Model serving |
| Walmart | Senior, Software Engineer | Retail | 7 | Inference infra · Model serving · LLM observability · Vector DB |
| Adobe | Senior Software Development Engineer | Enterprise | 7 | Agent orchestration · Evals |
| Adobe | Computer Scientist-I/II | Enterprise | 7 | Model serving · Inference infra · LLM observability · Agent orchestration |
| MetLife | MLOps Engineer | Insurance | 7 | Model serving · Inference infra · LLM observability · Fine-tuning |
| BCG | Lead Forward Deployed AI Engineer, South Korea - BCG X | Consulting | 7 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| Apple | Conversational Designer | Big Tech | 7 | Agent orchestration · Evals · Fine-tuning · LLM observability |
| Apple | Financial Data Analyst | Big Tech | 7 | LLM observability · Agent orchestration · Fine-tuning |
| Oracle | Principal Software Engineer | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Vector DB · Model serving |
| Oracle | Principal Software Engineer | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Vector DB · Model serving |
| Samsara | Senior Manager, Customer Experience Strategy | Enterprise | 7 | LLM observability · Evals · Agent orchestration |
| Box | AI Business Automation Engineer | Enterprise | 7 | Agent orchestration |
| Okta | Senior Software Engineer, AI | Enterprise | 7 | Agent orchestration · LLM observability · Model serving |
| JPMorgan Chase | AI ML Engineering Analyst | Banking | 7 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Inference infra · Model serving |