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
Airbnb	Staff Software Engineer, Communication Products	Consumer	7	Model serving · Inference infra · Fine-tuning
Okta	Staff Software Engineer, AI	Enterprise	7	Agent orchestration · LLM observability · Model serving · Inference infra
Target	Principal Engineer - Target India	Retail	7	Agent orchestration · Tool use · LLM observability · Evals · Guardrails · Model serving
Opendoor	AI Solutions Engineer - Accounting	Consumer	7	Agent orchestration · Tool use · LLM observability
Cloudflare	Engineering Manager - Vectorize	Enterprise	7	Vector DB · Inference infra · Model serving
Bill.com	Senior Machine Learning Engineer	Fintech	7	Agent orchestration · LLM observability · Fine-tuning · Model serving
JPMorgan Chase	AI/LLM Product Manager - Senior Associate	Banking	7	Agent orchestration · Tool use · Vector DB · Fine-tuning · RL post-training · Search & ranking
Instacart	Ads AI Analyst	Consumer	7	Agent orchestration · Evals · Guardrails · LLM observability · Recommender systems · Search & ranking
Databricks	Senior Staff Software Engineer- Search Quality	Data AI	7	Vector DB · Search & ranking · Evals · Guardrails · LLM observability
Databricks	Staff Software Engineer- Search Quality	Data AI	7	Vector DB · Search & ranking · Evals · Guardrails · LLM observability
Celonis	Senior Value Engineer- Healthcare Distribution	Data AI	7	Agent orchestration · LLM observability · Guardrails · Fine-tuning
Toast	Lead, Credit Risk Analytics & AI Enablement	Enterprise	7	Agent orchestration · Tool use · LLM observability
RTX	Architecte IA \| AI Architect	Aerospace	7	Agent orchestration · Model serving
Amazon	Sr. Applied Scientist, Amazon Books	Big Tech	7	Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Agent research
Meta	Creative Coder	Big Tech	7	Audio & speech · LLM observability · Fine-tuning · Agent orchestration · Multimodal
JPMorgan Chase	Senior Lead Software Engineer - Python / Java	Banking	7	Model serving
Brex	Staff Product Manager, Growth	Fintech	7	Agent orchestration · Tool use · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Evals
Brex	Staff Product Manager, Growth	Fintech	7	Agent orchestration · Tool use · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Evals
Brex	Staff Product Manager, Growth	Fintech	7	Agent orchestration · Tool use · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Evals
Brex	Staff Product Manager, Growth	Fintech	7	Agent orchestration · Tool use · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Evals
Amazon	Applied Scientist, Sales AI	Big Tech	7	Agent orchestration · Agent research · Recommender systems · Model serving · Evals
Amazon	Sr. GenAI & ML Specialist Solutions Architect, ASPI Auto & Manufacturing	Big Tech	7	Agent orchestration · Fine-tuning · LLM observability · Evals
Salesforce	Agentforce & Data 360 Solutions Engineer - Indonesia	Enterprise	7	Agent orchestration · LLM observability · Vector DB · Fine-tuning · Model serving · Recommender systems · Search & ranking · Multimodal · Evals · Guardrails · Tool use · Agent research
Walmart	(IND) SENIOR, SOFTWARE ENGINEER	Retail	7	Agent orchestration · LLM observability · Model serving · Inference infra
Scale AI	Infrastructure Software Engineer, Enterprise GenAI	Data AI	7	Inference infra · Model serving · Vector DB
Amazon	Sr. Generative AI Specialist Solutions Architect, Brazil	Big Tech	7	Model serving · Fine-tuning · Multimodal
Salesforce	AFD360 Solution Engineer - Regulated Industries	Enterprise	7	Agent orchestration · Evals · Guardrails · LLM observability
Honeywell	Sr Software Eng Manager	Industrial	7	Model serving · Inference infra · Vector DB · LLM observability
Apple	Data Scientist	Big Tech	7	Agent orchestration · LLM observability · Evals · Model serving
Elastic	Principal Product Manager AI-driven, Observability	Enterprise	7	Agent orchestration · LLM observability · Vector DB · Semantic search

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.