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.
2,073 active AI roles across 201 companies in our index reference RAG as of today.
The companies with the most active RAG listings are: Amazon (170 roles), JPMorgan Chase (150 roles), Adobe (78 roles), Google (78 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 (4%).
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, 2,073 active AI roles across 201 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (4%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3483 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Harvey | Staff Software Engineer, Backend Platform | AI Frontier | 5 | Model serving · Inference infra · Vector DB · LLM observability |
| Anthropic | Applied AI Architect, Industries | AI Frontier | 5 | LLM observability · Evals · Agent orchestration · Model serving |
| Brex | Senior Engineering Manager, Activation | Fintech | 5 | LLM observability · Vector DB · Fine-tuning · Model serving |
| Brex | Senior Engineering Manager, Activation | Fintech | 5 | LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems |
| Klaviyo | Senior Full Stack Engineer - New Product | Enterprise | 5 | Agent orchestration · Tool use · Vector DB · Fine-tuning · Model serving |
| Scale AI | Senior Software Engineer, Full-Stack – Scale GP | Data AI | 5 | Vector DB · Model serving · Inference infra |
| Cresta | Solutions Engineer, EMEA | Vertical AI | 5 | LLM observability · Agent orchestration · Agent research · Audio & speech |
| Walmart | Distinguished, Software Engineer - Observability | Retail | 5 | Inference infra · Model serving · LLM observability |
| Cockroach Labs | Member of Technical Staff (Senior - Specialized Indexing) | Data AI | 5 | Vector DB · Search & ranking |
| Snowflake | Principal Software Engineer II, Horizon Catalog | Data AI | 5 | Agent orchestration |
| MongoDB | Senior Software Engineer, Forward Deployed AI Engineer | Enterprise | 5 | Agent orchestration · Fine-tuning · Model serving |
| Weights & Biases | Production Engineer, Support tooling (Tooling and Frameworks) | Data AI | 5 | Agent orchestration · LLM observability · Tool use |
| NVIDIA | Senior SWQA Test Development Engineer | Semiconductors | 5 | LLM observability · Fine-tuning · Evals |
| DoorDash | Staff Product Designer, UI Infrastructure | Consumer | 5 | LLM observability · Evals · Guardrails · Fine-tuning · Model serving |
| Databricks | Senior Software Engineer - Fullstack (NYC) | Data AI | 5 | Agent orchestration · Vector DB · LLM observability |
| Hex | Product Manager | Data AI | 5 | Agent orchestration · Vector DB |
| Unity | Staff Product Manager, AI Solutions & Strategic Enablement | Enterprise | 5 | Agent orchestration · Guardrails · Fine-tuning |
| Ramp | Software Engineer, Growth Platform | Fintech | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking |
| Stripe | Backend Engineer, Data | Fintech | 5 | LLM observability · Agent orchestration · Vector DB |
| Scale AI | Software Engineer - New Grad | Data AI | 5 | Model serving |
| Amazon | Senior Data & AI Architect, AWS Professional Services | Big Tech | 5 | Vector DB · LLM observability |
| Airtable | Software Engineer, Data | Enterprise | 5 | Vector DB · LLM observability |
| Glean | Senior Developer Relations Advocate | Enterprise | 5 | Agent orchestration · Tool use · LLM observability · Fine-tuning · Model serving · Agent research |
| Replit | Field Engineer | Enterprise | 5 | Agent orchestration · Guardrails |
| Mixpanel | Senior Customer Strategy & Operations Manager | Data AI | 5 | Agent orchestration · Tool use |
| Deloitte | Full Stack Engineer, Lead - Tax Transformation | Consulting | 5 | Agent orchestration · Vector DB · Fine-tuning · Model serving |
| Deloitte | AI Full Stack Engineer, Manager - Tax Transformation | Consulting | 5 | LLM observability · Vector DB |
| Deloitte | AI Engineer, Manager - Tax Transformation | Consulting | 5 | Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving |
| Cresta | Software Engineer, Backend (Bucharest) | Vertical AI | 5 | Model serving · Inference infra |
| Vercel | Software Engineer, AI SDK | Enterprise | 5 | Agent orchestration · Tool use · Vector DB |