How many AI roles reference RAG right now?

2,014 active AI roles across 196 companies in our index reference RAG as of today. New postings fell 21% in the last 30 days versus the prior 30 (1105 → 874).

Which companies are hiring for RAG roles?

The companies with the most active RAG listings are: Amazon (164 roles), JPMorgan Chase (144 roles), Google (77 roles), Adobe (73 roles), Capital One (69 roles).

What AI lifecycle stage does RAG belong to?

RAG primarily belongs to the agents and application stages of the AI lifecycle. In current hiring, RAG roles concentrate at: agents (85%), application (4%).

What sectors invest most in RAG?

The sectors with the most active RAG hiring are: Enterprise, Big Tech, Banking.

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RAG

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, 2,014 active AI roles across 196 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (4%) stages. Most common sectors: Enterprise, Big Tech, Banking. New postings fell 21% in the last 30 days versus the prior 30 (1105 → 874).

Top hiring:

Function

All Engineering · 3068 Product · 343 Research · 94

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All Active only

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FilteredsectorAI Frontier×

228 AI roles tagged rag.

Company	Title	Sector	AI score	Other tags
Mistral AI	Applied Scientist / Research Engineer - EMEA	AI Frontier	10	Pretraining · Fine-tuning · Model serving · Inference infra · Agent orchestration · Multimodal · Vision · Audio & speech
OpenAI	Forward Deployed Engineer - Stockholm	AI Frontier	9	Model serving · Inference infra · LLM observability · Evals · Agent orchestration · Vector DB
Sierra	Software Engineer, Agent (Dutch speaking)	AI Frontier	9	Agent orchestration · Model serving · Evals · Agent research
Mistral AI	Applied AI Engineer, CyberSecurity	AI Frontier	9	Agent orchestration · Tool use · Evals
Mistral AI	Applied AI, Technical Lead, Forward Deployed AI Engineer - Munich	AI Frontier	9	Agent orchestration · Fine-tuning
Mistral AI	Applied AI, Forward Deployed Machine Learning Engineer - Munich	AI Frontier	9	Agent orchestration · Fine-tuning · Model serving
Mistral AI	Applied AI, Senior/Staff Forward Deployed Machine Learning Engineer - Munich	AI Frontier	9	Fine-tuning · Agent orchestration · Model serving
Writer	Software engineer, agents (UK)	AI Frontier	9	Agent orchestration · Agent research · Vector DB · Tool use
Mistral AI	Applied AI, Technical Lead, Forward Deployed AI Engineer - Abu Dhabi	AI Frontier	9	Agent orchestration · Fine-tuning · Model serving
Harvey	Staff Software Engineer, Agents	AI Frontier	9	Agent orchestration · Tool use · Evals · LLM observability
Harvey	Staff Software Engineer, Agents	AI Frontier	9	Agent orchestration · Tool use · Evals · LLM observability · Model serving
Harvey	Software Engineer, Agents	AI Frontier	9	Agent orchestration · Tool use · Evals · LLM observability · Model serving
Anthropic	Research Engineer, Search and Knowledge Post-Training	AI Frontier	9	RL post-training · Evals · Search & ranking · Agent research · Frontier research · LLM observability
Sierra	Agent Engineer, TLM	AI Frontier	9	Agent orchestration · Evals · LLM observability
Pika Labs	Senior Software Engineer, Agent	AI Frontier	9	Agent orchestration · Tool use · Vector DB · LLM observability · Multimodal · Audio & speech · Code gen
Mistral AI	Applied Scientist / Research Engineer - Singapore	AI Frontier	9	Pretraining · Fine-tuning · Model serving · Agent orchestration · Multimodal · Vision · Audio & speech
Mistral AI	Applied AI, Technical Lead, Forward Deployed AI Engineer - Montreal	AI Frontier	9	Agent orchestration · Fine-tuning
Mistral AI	Applied AI, Technical Lead, Forward Deployed AI Engineer - EMEA	AI Frontier	9	Agent orchestration · Fine-tuning · Model serving
Mistral AI	Applied AI, Forward Deployed Machine Learning Engineer - Montreal	AI Frontier	9	Fine-tuning · Agent orchestration · Vector DB · Model serving · Inference infra
Mistral AI	Applied AI, Forward Deployed Machine Learning Engineer - EMEA	AI Frontier	9	Fine-tuning · Agent orchestration · Model serving
Mistral AI	Applied AI, Senior/Staff Forward Deployed Machine Learning Engineer - EMEA	AI Frontier	9	Fine-tuning · Agent orchestration · Model serving · Inference infra
Mistral AI	Applied AI Engineer, Prototyping	AI Frontier	9	Agent orchestration · Model serving · Inference infra
Mistral AI	Applied AI, Forward Deployed Machine Learning Engineer, Critical and Sovereign Institutions, EMEA	AI Frontier	9	Agent orchestration · Fine-tuning · Model serving · Inference infra
Mistral AI	Applied AI, Forward Deployed Machine Learning Engineer- Singapore	AI Frontier	9	Fine-tuning · Agent orchestration · Vector DB · LLM observability · Model serving
Sierra	Software Engineer, Agent (Thai Speaking)	AI Frontier	9	Agent orchestration · Evals · Model serving · LLM observability
Mistral AI	Applied AI, Forward Deployed Machine Learning Engineer - Palo Alto	AI Frontier	9	Fine-tuning · Vector DB · Agent orchestration · Model serving
OpenAI	Software Engineer, Foundations Retrieval	AI Frontier	9	Vector DB · Agent orchestration · Model serving · Inference infra · LLM observability
Sierra	Software Engineer, Agent	AI Frontier	9	Agent orchestration · Agent research · Evals · Model serving · Audio & speech
Mistral AI	Applied Scientist / Research Engineer (Internship)	AI Frontier	9	Pretraining · Fine-tuning · Model serving · Multimodal · Audio & speech · Agent orchestration · Evals
Mistral AI	Applied AI, Senior/Staff Forward Deployed Machine Learning Engineer - Singapore	AI Frontier	9	Fine-tuning · Agent orchestration · Model serving · Inference infra

Frequently asked questions

What is RAG in AI?
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.
How many AI roles reference RAG right now?
2,014 active AI roles across 196 companies in our index reference RAG as of today. New postings fell 21% in the last 30 days versus the prior 30 (1105 → 874).
Which companies are hiring for RAG roles?
The companies with the most active RAG listings are: Amazon (164 roles), JPMorgan Chase (144 roles), Google (77 roles), Adobe (73 roles), Capital One (69 roles).
What AI lifecycle stage does RAG belong to?
RAG primarily belongs to the agents and application stages of the AI lifecycle. In current hiring, RAG roles concentrate at: agents (85%), application (4%).
What sectors invest most in RAG?
The sectors with the most active RAG hiring are: Enterprise, Big Tech, Banking.