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.
1,963 active AI roles across 200 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 (84%), 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, 1,963 active AI roles across 200 companies in our index reference RAG. Hiring concentrates at the agents (84%) and application (5%) stages. Most common sectors: Enterprise, Big Tech, Banking.
3044 AI roles tagged rag.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| Klaviyo | Engineering Manager - Amplify C.S | Enterprise | 5 | Agent orchestration · Model serving |
| Databricks | Staff Software Engineer - Fullstack (NYC) | Data AI | 5 | Agent orchestration · Vector DB · LLM observability |
| Roblox | Finance Analytics Engineer | Consumer | 5 | LLM observability · Agent orchestration |
| Anthropic | Threat Collections Engineer | AI Frontier | 5 | Agent orchestration · Tool use · LLM observability |
| Hex | Product Engineer Intern | Data AI | 5 | Agent orchestration · Tool use |
| Deel | Staff Product Manager, Knowledge | Enterprise | 5 | LLM observability |
| Bill.com | Senior Full II-Stack Software Engineer | Fintech | 5 | Agent orchestration · LLM observability · Vector DB · Inference infra · Model serving |
| Klaviyo | Senior Software Engineer, Internationalisation Platform | Enterprise | 5 | LLM observability · Agent orchestration · Model serving |
| Autodesk | Software Architect | Enterprise | 5 | Agent orchestration · Tool use · Vector DB · LLM observability · Guardrails |
| MongoDB | Senior Software Engineer, Inference Platform | Enterprise | 5 | Inference infra · Model serving · Vector DB |
| Scale AI | Solutions Engineer, Enterprise | Data AI | 5 | LLM observability · Agent orchestration · Vector DB · Fine-tuning · Model serving |
| 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 |