How many AI roles reference RAG right now?

1,958 active AI roles across 201 companies in our index reference RAG as of today. New postings fell 24% in the last 30 days versus the prior 30 (995 → 760).

Which companies are hiring for RAG roles?

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).

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 (5%).

What sectors invest most in RAG?

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

← Tag co-occurrence network

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, 1,958 active AI roles across 201 companies in our index reference RAG. Hiring concentrates at the agents (85%) and application (5%) stages. Most common sectors: Enterprise, Big Tech, Banking. New postings fell 24% in the last 30 days versus the prior 30 (995 → 760).

Top hiring:

Function

All Engineering · 2697 Product · 301 Research · 87

Status

All Active only

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3085 AI roles tagged rag.

Company	Title	Sector	AI score	Other tags
ByteDance	Senior Research Scientist, Infrastructure System Lab	Big Tech	7	Vector DB · LLM observability · Inference infra · Model serving · Search & ranking
ByteDance	Research Scientist, Infrastructure System Lab	Big Tech	7	Vector DB · LLM observability · Inference infra · Model serving · Search & ranking
LangChain	Python OSS Engineer	Data AI	7	Agent orchestration · Tool use · LLM observability
Airbnb	Senior Software Engineer, Quality Platform	Consumer	7	Agent orchestration · Evals · LLM observability
Databricks	Senior Software Engineer - Search	Data AI	7	Search & ranking · Recommender systems · Evals · LLM observability
Scale AI	Software Engineer, Enterprise AI	Data AI	7	LLM observability · Inference infra · Model serving · Vector DB
Harvey	Senior Software Engineer, Backend	AI Frontier	7	Agent orchestration · LLM observability · Evals · Inference infra · Model serving
Weights & Biases	Senior Systems Engineer, OS Automation	Data AI	7	Inference infra · Model serving · Agent orchestration · LLM observability
Glean	Solutions Architect (PST/EST Customer hours)	Enterprise	7	Agent orchestration · Vector DB · Fine-tuning · Model serving
Harvey	Senior Software Engineer, Full Stack	AI Frontier	7	Agent orchestration · Inference infra · Model serving
Glean	Tech Lead Manager - Generative AI Product	Enterprise	7	Agent orchestration · LLM observability
Verkada	Senior Backend Engineer - Search	Enterprise	7	Agent orchestration · Multimodal · LLM observability · Vector DB · Model serving · Search & ranking
Honeywell	Lead SW Architect	Industrial	6	Agent orchestration · Agent research · LLM observability · Model serving
Augury	Team Lead, Data Platform	Vertical AI	5	Agent orchestration · Tool use
Replit	GTM AI Operations Lead, Sales	Enterprise	5	Agent orchestration · Tool use · Guardrails · LLM observability
CVS Health	Manager, Knowledge Enablement	Healthcare	5	Agent orchestration
Allstate	AI Product Engineer Lead Consultant (Copilot & Power Platform) (Remote - US)	Insurance	5	LLM observability · Guardrails · Agent orchestration · Tool use
Cockroach Labs	Software Engineer (Full-Stack), GTM Tooling	Data AI	5	Agent orchestration · Tool use · Vector DB · LLM observability
Sigma Computing	Marketing Productivity Engineer	Data AI	5	Agent orchestration · Tool use · LLM observability · Fine-tuning
Gusto	Software Engineer, People Technology	Fintech	5	Agent orchestration · Tool use · LLM observability
Sigma Computing	Director, GTM Architecture	Data AI	5	Agent orchestration · LLM observability · Tool use
Snap	People Application Developer	Consumer	5	Agent orchestration · Tool use · LLM observability · Vector DB
ClickUp	Senior Backend Engineer, Search	Enterprise	5	Search & ranking · Vector DB · LLM observability
Cresta	Staff Software Engineer, Backend	Vertical AI	5	Agent orchestration · Model serving · Inference infra · LLM observability
UiPath	Senior Sales/Solution Engineer I	Enterprise	5	Agent orchestration · Vector DB · LLM observability
Expedia	Software Development Engineer II	Hospitality	5	Agent orchestration · Tool use · LLM observability
Disney	Sr Data Engineer	Media	5	Vector DB
Workday	Product Manager	Enterprise	5	LLM observability · Vector DB · Fine-tuning · Model serving
Webflow	Senior GTM Engineer, Marketing Operations	Enterprise	5	Agent orchestration · LLM observability
Instacart	AI Solutions Architect	Consumer	5	Agent orchestration · Vector DB

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?
1,958 active AI roles across 201 companies in our index reference RAG as of today. New postings fell 24% in the last 30 days versus the prior 30 (995 → 760).
Which companies are hiring for RAG roles?
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).
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 (5%).
What sectors invest most in RAG?
The sectors with the most active RAG hiring are: Enterprise, Big Tech, Banking.