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.
1,958 active AI roles across 201 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: JPMorgan Chase (149 roles), Amazon (147 roles), Adobe (76 roles), Google (67 roles), Walmart (64 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, 1,958 active AI roles across 201 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (5%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3085 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Adobe | Senior Software Development Engineer | Enterprise | 5 | Agent orchestration |
| Merck | Specialist, Capability Innovation & Prototype (AI Content Delivery & Partnerships) | Pharma | 5 | Agent orchestration · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Model serving |
| Caterpillar | Lead Software Engineer - Coveo Search | Industrial | 5 | Search & ranking · Vector DB · Recommender systems |
| Caterpillar | IT Analyst Applications | Industrial | 5 | Agent orchestration · Vector DB |
| Deloitte | Lead AI and Data Solutions Engineer II | Consulting | 5 | Model serving · Vector DB |
| Monday.com | AI Solution Engineer - GTM | Enterprise | 5 | Agent orchestration · Tool use |
| Oracle | Senior Member of Technical Staff | Enterprise | 5 | Agent orchestration |
| Monday.com | Product Lead, Product Foundations | Enterprise | 5 | Agent orchestration · Guardrails · LLM observability · Vector DB |
| Microsoft | Software Engineer | Big Tech | 5 | Model serving · Agent orchestration · LLM observability · Fine-tuning |
| Monday.com | Senior Software Engineer - New Ventures | Enterprise | 5 | LLM observability · Inference infra · Model serving |
| Instacart | Catalog Operations Analyst II | Consumer | 5 | LLM observability · Fine-tuning · Evals |
| AI Adoption Customer Engineer, Google Cloud (English, Korean) | Big Tech | 5 | Agent orchestration · Vector DB · Multi-agent | |
| Customer Engineer, Practice AI, Google Cloud | Big Tech | 5 | Agent orchestration · Vector DB · Search & ranking · Model serving | |
| Plaid | AI Marketing Technologist Lead | Fintech | 5 | Agent orchestration · Tool use · LLM observability · Fine-tuning · Model serving |
| Amazon | Senior Technical Program Manager, Amazon Selection and Catalog Systems | Big Tech | 5 | |
| Salesforce | Software Engineering MTS (Node.Js, React.JS, AWS- Full Stack) + AI | Enterprise | 5 | Agent orchestration · Tool use · Vector DB · LLM observability · Model serving |
| Adobe | Software Development Engineer | Enterprise | 5 | Agent orchestration |
| Salesforce | SMTS/LMTS Full Stack Software Engineer, Tableau Next | Enterprise | 5 | Agent orchestration · Tool use · Vector DB · LLM observability · Guardrails · Model serving |
| Deloitte | ConvergeHEALTH - Data Operations Engineer, Expert Services-Innovation_Delivery_Transformation | Consulting | 5 | LLM observability · Vector DB |
| Microsoft | Full Stack Engineer | Big Tech | 5 | Model serving |
| Ford | AI-Accelerated Full Stack Software Development Engineer | Auto | 5 | Vector DB · LLM observability · Model serving |
| Airtable | Manager, Data Engineering | Enterprise | 5 | LLM observability |
| Monday.com | Forward Deployed Engineer, Strategic Deployments | Enterprise | 5 | Agent orchestration · LLM observability |
| Monday.com | Forward Deployed Engineer | Enterprise | 5 | Agent orchestration · LLM observability · Tool use |
| Confluent | Senior Product Manager, Developer Experience | Data AI | 5 | Agent orchestration · Tool use · LLM observability |
| Supabase | Product Manager - Interfaces | Data AI | 5 | Agent orchestration · Tool use · Vector DB |
| ClickUp | Strategic Solutions Engineer, Pacific Northwest | Enterprise | 5 | Agent orchestration · Tool use · LLM observability |
| Mixpanel | Senior Customer Strategy & Operations Manager | Data AI | 5 | Agent orchestration · Tool use |
| Amazon | Software Development Engineer II, SKG Team | Big Tech | 5 | Agent orchestration · LLM observability · Model serving |
| Amazon | Software Development Engineer, Amazon Customer Service | Big Tech | 5 | Agent orchestration · LLM observability · Fine-tuning · Model serving · Recommender systems |