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 |
|---|---|---|---|---|
| CVS Health | Senior Software Development Engineer | Healthcare | 5 | Agent orchestration · LLM observability |
| GitLab | Legal Engineer | Enterprise | 5 | Agent orchestration · Tool use · Guardrails · Fine-tuning |
| JPMorgan Chase | Branch Sales Enablement & AI/ML Analytics Solutions Senior Associate | Banking | 5 | Agent orchestration · Fine-tuning |
| Okta | AI Content Operations Intern (Summer 2026) | Enterprise | 5 | Agent orchestration · Evals · LLM observability |
| Sentry | Support Engineer | Enterprise | 5 | LLM observability · Evals |
| Rubrik | India Benefits & AI Operations Intern | Enterprise | 5 | LLM observability |
| Walmart | Software Engineer III | Retail | 5 | Agent orchestration · Tool use · LLM observability · Model serving |
| Walmart | Senior Manager, Software Engineering | Retail | 5 | Vector DB |
| BCG | Software Engineer Senior Specialist | Consulting | 5 | Agent orchestration · LLM observability · Model serving |
| Caterpillar | 2026校园招聘-智能制造工程师（机械+软件方向） | Industrial | 5 | LLM observability |
| JPMorgan Chase | Sr Principal Software Engineer – Deposits Technology | Banking | 5 | Agent orchestration · LLM observability · Vector DB |
| Oracle | Semantic Layer & Knowledge Engineering Lead | Enterprise | 5 | Agent orchestration · LLM observability |
| Canva | Senior Localisation Specialist (AI) | Enterprise | 5 | Fine-tuning · Evals · LLM observability |
| Microsoft | Cloud Solution Architecture - Co Pilot | Big Tech | 5 | Copilot · Agent orchestration · Guardrails · LLM observability |
| Walmart | Software Engineer III | Retail | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| Walmart | (USA) Principal, Software Engineer, Back End | Retail | 5 | Vector DB |
| GE Healthcare | Senior Cloud and AI Integration engineer | Healthcare | 5 | Agent orchestration · LLM observability · Guardrails · Model serving |
| BCG | Lead IT Architect, AI Architecture, Platinion | Consulting | 5 | Agent orchestration · Vector DB · Model serving · Multimodal |
| JPMorgan Chase | Lead Software Engineer - MLIO Virtual Conversation assist | Banking | 5 | Agent orchestration · LLM observability · Model serving |
| ServiceTitan | Principal Software Engineer | Enterprise | 5 | Agent orchestration · Vector DB · LLM observability |
| Autodesk | Senior Software Engineer - Agentic AI | Enterprise | 5 | Agent orchestration · Tool use · Evals · Guardrails |
| Chewy | Software Engineer III | Retail | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| SoFi | Senior Software Engineer, Coach | Fintech | 5 | Agent orchestration |
| Mercury | AI Solutions Architect | Fintech | 5 | Agent orchestration · Evals · Guardrails · LLM observability |
| AT&T | Full-Stack Software Engineer | Telecom | 5 | Agent orchestration · Tool use · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Vision · Multimodal · Audio & speech · Frontier research · Interpretability · Synthetic data · Agent research · RL post-training · RLHF · Reward modeling · RL robotics · Embodied AI · Code gen |
| JPMorgan Chase | UX Conversation Designer, Vice President | Banking | 5 | Agent orchestration · LLM observability · Fine-tuning · Multimodal |
| Honeywell | Advanced Software Engr | Industrial | 5 | Model serving · Inference infra · LLM observability · Code gen |
| Cloudflare | Product Marketing Engineer Intern (AI & Automation) - Intern (Summer/Spring/Fall 2026) | Enterprise | 5 | Agent orchestration · Tool use · LLM observability |
| Supabase | Strategic Customer Solutions Architect (AMER) | Data AI | 5 | Vector DB |
| Anthropic | Safeguards Policy Analyst, Fraud & Scams | AI Frontier | 5 | Agent orchestration · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Model serving |