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 |
|---|---|---|---|---|
| MongoDB | Senior Staff Enterprise Architect, Data | Enterprise | 5 | Vector DB |
| Disney | Sr Data Engineer | Media | 5 | Vector DB · Agent orchestration |
| Walmart | Principal, UX Designer – AI Shopping | Retail | 5 | Agent orchestration · Tool use · LLM observability · Vector DB · Multimodal |
| Ripple | Software Engineer II, Data & AI | Fintech | 5 | LLM observability · Vector DB · Agent orchestration |
| Netflix | Full Stack Software Engineer 4 - Enterprise Engineering | Big Tech | 5 | Agent orchestration · Tool use · LLM observability · Model serving |
| F5 | Cloud Deployment Engineer (AI Security) | Enterprise | 5 | Model serving · Inference infra · Guardrails · Fine-tuning |
| EvenUp | Product Solutions Associate | Vertical AI | 5 | Agent orchestration · Fine-tuning |
| Vercel | Solutions Architect | Enterprise | 5 | Agent orchestration · Vector DB · Model serving · LLM observability |
| Samsara | Sr. Support Tools Product Manager | Enterprise | 5 | LLM observability · Vector DB · Agent orchestration |
| Samsara | Sr. Support Tools Product Manager | Enterprise | 5 | LLM observability · Vector DB |
| dbt Labs | Staff Software Engineer | Data AI | 5 | Agent orchestration · Vector DB |
| Microsoft | Senior Software Engineer | Big Tech | 5 | LLM observability · Agent orchestration · Fine-tuning |
| Figma | Support AI Engineer | Enterprise | 5 | Agent orchestration · Tool use · LLM observability |
| Anthropic | Applied AI Claude Evangelist, Startups | AI Frontier | 5 | LLM observability · Vector DB · Fine-tuning · Model serving |
| Unity | Staff Product Manager, AI Solutions & Strategic Enablement | Enterprise | 5 | Agent orchestration · Guardrails · Fine-tuning |
| Palantir | Deployment Strategist, Build to Apply - US Government | Enterprise | 5 | LLM observability · Fine-tuning · Model serving |
| Palantir | Deployment Strategist, Build to Apply - US Government | Enterprise | 5 | Agent orchestration · LLM observability |
| Walmart | STAFF, SOFTWARE ENGINEER | Retail | 5 | Agent orchestration |
| Ramp | Design Engineer | Fintech | 5 | Agent orchestration · LLM observability |
| Vercel | Solutions Architect | Enterprise | 5 | Agent orchestration · Vector DB · LLM observability · Model serving |
| OpenAI | AI Success Engineer - EDU | AI Frontier | 5 | Fine-tuning |
| Spotify | Site Reliability Engineer - Backstage | Consumer | 5 | Agent orchestration · Inference infra · Model serving · LLM observability |
| MongoDB | Senior Software Engineer, Forward Deployed AI Engineer | Enterprise | 5 | Agent orchestration · Tool use · Code gen |
| Palantir | Deployment Strategist, Build to Apply - US Government | Enterprise | 5 | Agent orchestration · LLM observability |
| Uber | Software Engineer II | Consumer | 5 | Agent orchestration · LLM observability · Fine-tuning · Model serving |
| Wiz | Technical Project Manager | Enterprise | 5 | Agent orchestration · Evals · LLM observability |
| Elastic | Senior Software Engineer - Search Relevance - Elasticsearch | Enterprise | 5 | Search & ranking · Vector DB · Inference infra · Model serving |
| Cresta | Software Engineer, Backend (Cluj) | Vertical AI | 5 | Agent orchestration · Model serving · Inference infra |
| Uber | Applications Developer I - ServiceNow Platform | Consumer | 5 | Agent orchestration · LLM observability |
| Uber | Applications Developer I - ServiceNow | Consumer | 5 | Agent orchestration · Tool use · Fine-tuning · Model serving |