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.

← 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, 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

Status

All Active only

Sort

AI score Recently posted Company A–Z

FilteredsectorIndustrial×

54 AI roles tagged rag.

Company	Title	Sector	AI score	Other tags
Honeywell	Lead AI Engr	Industrial	9	Agent orchestration · Agent research · Fine-tuning · Inference infra · Model serving · Vector DB · Multimodal · Guardrails · LLM observability
Cognite	Applied AI Engineer	Industrial	8	Agent orchestration · Tool use · Vector DB · LLM observability
Cognite	Principal ML Engineer	Industrial	8	Model serving · Inference infra · Vision · Agent orchestration · Multimodal
Cognite	Senior Machine Learning Engineer	Industrial	8	Vision · Multimodal · Model serving · Inference infra · Vector DB · Fine-tuning · LLM observability · Agent orchestration
Honeywell	Sr IT Engineer	Industrial	8	Agent orchestration · Agent research · LLM observability · Model serving
Cognite	Principal Field Engineer	Industrial	8	Agent orchestration
Honeywell	Software Engr II	Industrial	8	Agent orchestration · Inference infra · Model serving · LLM observability
Caterpillar	Lead Data Scientist - Gen AI & Digital Twin	Industrial	8	Fine-tuning · Inference infra · Model serving
Honeywell	Sr. Director Data & AI Platforms	Industrial	8	Agent orchestration · Inference infra · Model serving · Vector DB · Guardrails
Honeywell	Principal AI Engr	Industrial	8	Fine-tuning · Vector DB · Model serving
Honeywell	Sr Advanced AI Platform Engineer	Industrial	8	Agent orchestration · Model serving · Inference infra · LLM observability
John Deere	Part-Time Student - Software Engineer - Moline, IL	Industrial	8	Agent orchestration · Tool use · Vector DB · Multimodal · LLM observability
Honeywell	Advanced AI Engineer	Industrial	8	Agent orchestration · Agent research · LLM observability · Model serving · Inference infra · Fine-tuning
Cognite	Applied AI Engineer (Fullstack), AI Co-Innovation	Industrial	8	Agent orchestration · Tool use · Vector DB · LLM observability
Honeywell	Sr. Advanced AI Software Engineer	Industrial	8	Agent orchestration · Vector DB · Fine-tuning · Model serving
Honeywell	Sr Advanced Software Engr	Industrial	8	Model serving · Inference infra
Honeywell	Software Engr II	Industrial	8	Agent orchestration · Inference infra · Model serving · LLM observability
Cognite	Machine Learning Engineer	Industrial	7	Fine-tuning · Model serving · Inference infra · Vector DB · Agent orchestration
Caterpillar	Senior Data Scientist	Industrial	7	Synthetic data · Agent orchestration · Multimodal
Caterpillar	Analyst Applications – ServiceNow Conversational & GenAI	Industrial	7	Agent orchestration · LLM observability · Guardrails · Fine-tuning · Model serving · Evals
Caterpillar	Senior Manager, Internal Enterprise Analytics & AI Experience Gateway	Industrial	7	Model serving · Inference infra · Agent orchestration · Tool use · LLM observability
Caterpillar	Senior Analytics Manager - AI Model & Prompt Engineering	Industrial	7	Agent orchestration · Tool use · Evals · Guardrails · Vector DB · Fine-tuning · Model serving · Multimodal · Agent research
Caterpillar	Agentic AI / AI Ops Engineer – Platform Engineering	Industrial	7	Agent orchestration · Tool use · LLM observability · Inference infra · Model serving
Caterpillar	Principal Digital Architect	Industrial	7	Agent orchestration · Model serving · Inference infra
John Deere	Senior AI Engineer - Indaiatuba/SP	Industrial	7	Agent orchestration · LLM observability · Model serving · Fine-tuning
Caterpillar	Embedded Software Senior Engineering Specialist - AI	Industrial	7	Agent orchestration · LLM observability
Honeywell	Sr Software Eng Manager	Industrial	7	Model serving · Vector DB
Caterpillar	Lead Software Engineer, Gen AI	Industrial	7	Agent orchestration · Tool use · Fine-tuning · Model serving · LLM observability
Honeywell	Lead Data Engineer	Industrial	7	Vector DB
Honeywell	Software Engr II	Industrial	7	Vector DB · LLM observability · Model serving

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.