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 |
|---|---|---|---|---|
| Deloitte | Lead Forward Deployed Engineer - Databricks | Consulting | 7 | Agent orchestration · Evals · Model serving · LLM observability |
| Deloitte | Lead Forward Deployed Engineer - AWS | Consulting | 7 | Agent orchestration · Evals · Model serving · Inference infra |
| Deloitte | Senior Forward Deployed Engineer- AWS | Consulting | 7 | Agent orchestration · Tool use · Guardrails · Model serving · Vector DB |
| Deloitte | Forward Deployed Engineer- AWS | Consulting | 7 | Agent orchestration · Tool use · Guardrails · LLM observability · Model serving |
| OutSystems | Forward Deployed Engineer ( Nagoya based ) | Enterprise | 7 | Agent orchestration · Guardrails · LLM observability |
| Deloitte | Senior Snowflake Forward Deployed Engineer - GPS | Consulting | 7 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · Vector DB · Fine-tuning · Model serving |
| Microsoft | Senior Data Engineer | Big Tech | 7 | LLM observability · Vector DB |
| Gong | Senior AI Enablement Specialist | Enterprise | 7 | Agent orchestration · Vector DB · LLM observability |
| Postman | Manager, IT Enterprise Engineering | Enterprise | 7 | Agent orchestration · Tool use · LLM observability |
| Stripe | Staff Product Manager, Support Experience | Fintech | 7 | Agent orchestration · Evals |
| Gong | Systems Engineer, CX Automation Team | Enterprise | 7 | Agent orchestration · Tool use |
| Legora | Senior Operations Manager - AI & Knowledge | Vertical AI | 7 | Agent orchestration |
| Apple | Data Solutions Engineer, Retail Customer Insights | Big Tech | 7 | LLM observability · Fine-tuning · Vector DB · Evals |
| Amazon | AI Principal Product Manager - Technical, Amazon Customer Service | Big Tech | 7 | Agent orchestration · Multi-agent · LLM observability |
| Adobe | Staff Product Designer, Adobe Stock | Enterprise | 7 | Agent orchestration · Tool use · LLM observability · Multimodal |
| Intel | GPU Software Development Engineer | Semiconductors | 7 | Agent orchestration · Tool use · Fine-tuning |
| Visa | Analyst, Generative AI (VCA) | Fintech | 7 | Agent orchestration · Tool use · Vector DB |
| Verizon | AI Go To Market Leader | Telecom | 7 | Agent orchestration · LLM observability · Model serving · Guardrails |
| Capital One | Lead Software Engineer | Banking | 7 | Vector DB · Model serving · Inference infra |
| Autodesk | Principal Data Scientist | Enterprise | 7 | Agent orchestration · Evals · LLM observability · Vector DB |
| Creative Technologist, KarmaLab | Consumer | 7 | Agent orchestration · LLM observability · Evals · Vector DB · Model serving | |
| OpenAI | Software Engineer, Enterprise AI Platform | AI Frontier | 7 | Agent orchestration · Tool use · Evals |
| Replit | Data Scientist, People | Enterprise | 7 | Agent orchestration · LLM observability · Fine-tuning |
| Practice Customer Engineer, Applied AI, Google Public Sector | Big Tech | 7 | Agent orchestration · Agent research · Evals · Audio & speech | |
| Cockroach Labs | Software Engineer (Backend), GTM Tooling | Data AI | 7 | Agent orchestration · LLM observability · Vector DB · Inference infra · Model serving |
| JPMorgan Chase | Data Science – (Gen AI Developer) - Analyst | Banking | 7 | Agent orchestration · Vector DB · LLM observability · Model serving |
| Outreach | Staff Data Scientist | Enterprise | 7 | Agent orchestration · Inference infra · Model serving |
| Amazon | Software Development Engineer, Amazon Quick Suite | Big Tech | 7 | Multimodal |
| Northrop Grumman | Software Engineer: Automation/AI - Level 3 (Chandler) | Aerospace | 7 | Agent orchestration · Tool use · LLM observability · Vector DB · Fine-tuning · Model serving · Inference infra |
| Amazon | Software Development Engineer, Amazon Quick Suite | Big Tech | 7 | Multimodal · Vision · Audio & speech |
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.