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.
2,073 active AI roles across 201 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: Amazon (170 roles), JPMorgan Chase (150 roles), Adobe (78 roles), Google (78 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 (4%).
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, 2,073 active AI roles across 201 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (4%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3483 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Expedia | Data Scientist II - Marketing Automation Performance Analytics | Hospitality | 7 | Agent orchestration · LLM observability · Recommender systems · Search & ranking |
| Workday | Sr Manager, Software Development Engineering - Evisort AI | Enterprise | 7 | Agent orchestration · LLM observability |
| Johnson & Johnson | Data and Generative AI Engineer | Pharma | 7 | Agent orchestration · Tool use · Fine-tuning |
| Vanta | Software Engineer, AI Product (Canada) | Enterprise | 7 | Agent orchestration · Evals · Guardrails · LLM observability |
| Elastic | Principal Search Consulting Architect | Enterprise | 7 | Vector DB · Model serving · Search & ranking · LLM observability |
| Elastic | Principal Search Consulting Architect | Enterprise | 7 | Search & ranking · Vector DB · Model serving · Inference infra |
| Meta | Linguistic Engineer | Big Tech | 7 | Multimodal · LLM observability |
| ClickUp | Staff Backend Engineer, Search | Enterprise | 7 | Search & ranking · Vector DB · LLM observability · Model serving |
| JPMorgan Chase | Lead Software Engineer - Python and AI/ML | Banking | 7 | Agent orchestration · Tool use · Vector DB · LLM observability |
| Customer Engineer II, Applied AI, Google Cloud | Big Tech | 7 | LLM observability | |
| Instacart | Forward Deployed Engineer | Consumer | 7 | Agent orchestration · Tool use |
| Instacart | Forward Deployed Engineer | Consumer | 7 | Agent orchestration · Tool use |
| Staff Software Engineer, Search Next | Big Tech | 7 | Model serving · Inference infra · Search & ranking · Agent orchestration · Vector DB · Fine-tuning · Evals · LLM observability · Audio & speech | |
| Box | Machine Learning Engineer III, Search Relevance | Enterprise | 7 | Search & ranking · Recommender systems · Vector DB · Model serving · Inference infra · LLM observability |
| Weights & Biases | Account Solution Architect - Financial Services | Data AI | 7 | LLM observability · Model serving · Inference infra · Fine-tuning · Evals · Vector DB |
| Celonis | Senior Value Engineer - Banking | Data AI | 7 | Agent orchestration · Guardrails |
| Microsoft | Architect - AI Business Solutions | Big Tech | 7 | Agent orchestration · Tool use · LLM observability · Guardrails |
| UiPath | Software Engineer II | Enterprise | 7 | Agent orchestration · Agent research · Tool use · Evals · LLM observability · Model serving |
| Amazon | AI & AWS Software Development Engineer , Ring/Blink CS Technology Enablement | Big Tech | 7 | LLM observability · Model serving · Inference infra · Fine-tuning · Guardrails · Agent orchestration |
| Expedia | Senior Manager, Software Development Engineering | Hospitality | 7 | Agent orchestration · Agent research · Model serving · LLM observability · Guardrails |
| Nordstrom | Senior Engineer 2: AI Agentic Platform (Hybrid - Seattle, WA) | Retail | 7 | Agent orchestration · Tool use · Vector DB · LLM observability · Model serving |
| Workday | Senior Technical Delivery Consultant - AI Practice | Enterprise | 7 | Agent orchestration · LLM observability · Guardrails |
| Deloitte | Senior Data Scientist - Government & Public Services | Consulting | 7 | |
| Autodesk | Principal Data Engineer, User Success (Agentic Experiences) | Enterprise | 7 | Agent orchestration · Vector DB · LLM observability · Inference infra |
| Autodesk | Principal Data Engineer, User Success | Enterprise | 7 | Agent orchestration · Tool use · Vector DB · LLM observability · Inference infra · Model serving |
| Bank of America | Senior Engineer - Enterprise GenAI Platform Architect | Banking | 7 | Agent orchestration · Tool use · Guardrails · Vector DB · Model serving · LLM observability |
| Salesforce | Senior AI and Data Architect | Enterprise | 7 | Agent orchestration · Vector DB · LLM observability |
| Monday.com | Senior Product Manager | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Model serving |
| Perplexity | Member of Technical Staff (ML Engineer, Recommendations & User Modeling) | AI Frontier | 7 | Recommender systems · Search & ranking |
| Lattice | Senior Product Designer, AI | Enterprise | 7 | Agent orchestration · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Multimodal |