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 |
|---|---|---|---|---|
| Verizon | Director of Digital Customer Experience & AI Innovation | Telecom | 7 | LLM observability · Agent orchestration · Guardrails · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Interpretability · Synthetic data · Agent research · RL post-training · RLHF · Reward modeling · RL robotics · Embodied AI |
| Capital One | Senior Lead Machine Learning Engineer (Intelligent Foundations and Experiences) | Banking | 7 | Agent orchestration · Model serving |
| Expedia | Software Development Engineer II | Hospitality | 7 | Agent orchestration · Tool use · LLM observability · Model serving |
| Pfizer | AI Solutions Expert—Agent Developer | Pharma | 7 | Agent orchestration · Vector DB · LLM observability |
| Pfizer | Manager, Data Engineering | Pharma | 7 | Agent orchestration · LLM observability |
| T-Mobile | Sr Engineer, Enterprise AI | Telecom | 7 | Agent orchestration · LLM observability · Model serving · Vector DB |
| AT&T | Principal Solution Architect | Telecom | 7 | Agent orchestration · Tool use |
| Adobe | Product Security Engineer | Enterprise | 7 | Agent orchestration · Vector DB · Fine-tuning · Inference infra · Model serving · LLM observability · Guardrails |
| Walmart | Software Engineer III | Retail | 7 | Agent orchestration · Tool use · Fine-tuning · LLM observability · Guardrails |
| Zendesk | Applied Scientist | Enterprise | 7 | Agent orchestration · LLM observability · Fine-tuning · Model serving · Recommender systems |
| Visa | Digital Senior Manager, Visa Consulting and Analytics (VCA) | Fintech | 7 | Agent orchestration · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Multimodal · Frontier research · Interpretability · Synthetic data · Agent research · RL post-training |
| Ford | Software Engineer | Auto | 7 | Vision · Inference infra · Model serving · Agent orchestration |
| Microsoft | Cloud Solution Architect - Copilot | Big Tech | 7 | Agent orchestration · Tool use · Copilot |
| GitLab | AI Transformation Owner, Marketing | Enterprise | 7 | Agent orchestration · Tool use · Evals |
| JPMorgan Chase | Software Engineer [Multiple Positions Available] | Banking | 7 | Agent orchestration · Fine-tuning · Model serving · LLM observability |
| Meta | Automation Engineer, Materials Research Science | Big Tech | 7 | Agent orchestration · Model serving |
| DocuSign | Senior Software Engineer Full Stack | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Model serving |
| Amazon | Sr. Developer Experience Engineer, Kiro | Big Tech | 7 | Agent orchestration · Tool use · LLM observability |
| Amazon | Sr. Software Development Engineer, Amazon Quick | Big Tech | 7 | |
| Netflix | Senior Applied AI Lead, Talent | Big Tech | 7 | Agent orchestration · LLM observability |
| Intel | SoC PTP Val and Opt Engineer (Temporary position) | Semiconductors | 7 | Agent orchestration · Agent research · LLM observability |
| Visa | Product Analyst, AI/ML Platforms | Fintech | 7 | Agent orchestration · Evals · Fine-tuning · Inference infra · Model serving · Vector DB · LLM observability |
| Expedia | Principal Product Manager - Agentic Search | Hospitality | 7 | Agent orchestration · Agent research · Vector DB · LLM observability |
| NVIDIA | Applied AI Engineer, Product Convergence and Closure | Semiconductors | 7 | Agent orchestration · Evals · LLM observability · Inference infra · Model serving |
| Johnson & Johnson | Principal Data Scientist - Immunology - (2 positions) | Pharma | 7 | |
| Amazon | Design Technologist, Agentic AI & Marketing Automation | Big Tech | 7 | Agent orchestration · Tool use · Vector DB · Model serving |
| Boeing | Senior Cloud Solutions Architect | Aerospace | 7 | Model serving · Inference infra |
| BCG | AI Solutions Consultant - Platinion | Consulting | 7 | Guardrails |
| JPMorgan Chase | AI/ML Software Engineer III- Java / Python | Banking | 7 | Agent orchestration · LLM observability · Fine-tuning · Model serving |
| Oracle | AI Engineer – Agent Platform - VAGA EXCLUSIVA PARA PCD | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Model serving |