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
LangChain	FullStack Engineer, AI Observability & Evals Platform (LangSmith)	Data AI	7	LLM observability · Evals · Agent orchestration · Model serving · Vector DB
Glean	Lead Software Engineer, Product Backend	Enterprise	7	Agent orchestration · LLM observability · Model serving
Vectara	Senior/Staff Software Engineer - Pakistan	Data AI	7	Inference infra · Model serving · Agent orchestration
LangChain	Education Engineer	Data AI	7	Agent orchestration · LLM observability · Fine-tuning · Evals
ElevenLabs	Automations Engineer	AI Frontier	7	Agent orchestration · Tool use
Datadog	Senior Software Engineer, AI Platform - Evaluation & Annotation	Enterprise	7	Evals · LLM observability · Guardrails · Vector DB · Fine-tuning · Model serving
The Trade Desk	Sr AI Engineer	Media	7	Agent orchestration · Vector DB · LLM observability · Guardrails
Airbnb	Senior Staff Machine Learning Engineer, Communication & Connectivity	Consumer	7	Recommender systems · Search & ranking · LLM observability · Vector DB · Fine-tuning · Model serving · Agent orchestration
Deloitte	Contact Center AI & CCaaS, Technical Manager	Consulting	7	Agent orchestration · Tool use · LLM observability · Guardrails
Deloitte	Contact Center AI & CCaaS, Manager	Consulting	7	Agent orchestration · Tool use · LLM observability · Guardrails
Databricks	Staff Software Engineer - Customer Engagement & Docs Platform	Data AI	7	LLM observability · Evals · Model serving
Meta	Software Engineer, Machine Learning	Big Tech	7	Agent orchestration · Search & ranking
Meta	Software Engineer, Machine Learning	Big Tech	7	Agent orchestration · Vector DB · Model serving
Okta	Staff Software Engineer, Front-End (AI Engineering)	Enterprise	7	Agent orchestration · Guardrails · LLM observability · Vector DB
ClickHouse	Senior Fullstack Engineer - AI/ML	Data AI	7	Model serving · Inference infra · Vector DB
ClickHouse	Senior Fullstack Engineer - AI/ML	Data AI	7	Model serving · Inference infra · Vector DB
Figma	Software Engineer, Machine Learning	Enterprise	7	Search & ranking · Recommender systems · Fine-tuning · Inference infra · Model serving
Figma	Software Engineer, AI Product	Enterprise	7	Model serving
Figma	Software Engineer, AI Product (London, United Kingdom)	Enterprise	7	Agent orchestration · Tool use
Scale AI	Staff Software Engineer, Enterprise GenAI	Data AI	7	LLM observability · Model serving · Inference infra · Vector DB
Crusoe	Staff Product Security Engineer	Data AI	7	Agent orchestration · Guardrails · Vector DB · LLM observability
Databricks	Specialist Solutions Architect - AI/ML	Data AI	7	Agent orchestration · Tool use · Guardrails · Model serving
Cresta	Senior Software Engineer, Backend (AI Agent Runtime)	Vertical AI	7	Agent orchestration · Inference infra · Model serving · LLM observability
Suki AI	Senior Software Engineer (AI Engineering)	Vertical AI	7	LLM observability · Agent orchestration · Model serving
Databricks	Sr. Manager, Engineering - Search	Data AI	7	Vector DB · Search & ranking · Recommender systems · Model serving
Databricks	Sr Software Engineer, Search	Data AI	7	Search & ranking · Recommender systems · LLM observability · Fine-tuning · Model serving
Databricks	Sr Software Engineer, Search Relevance (Applied AI)	Data AI	7	Search & ranking · Recommender systems · LLM observability · Fine-tuning
Stripe	Product Manager, Stripe Infrastructure	Fintech	7	Agent orchestration · Fine-tuning · LLM observability
ByteDance	Research Scientist, Infrastructure System Lab	Big Tech	7	Vector DB · LLM observability · Search & ranking · Inference infra · Model serving
ByteDance	Senior Research Scientist, Data Management and Security - Infrastructure System Lab	Big Tech	7	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.