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Embeddings + Rag Jobs in 2026

Embeddings and Rag frequently appear together in AI job postings, with 215 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $180K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.

215
Job Count
$120K
Avg Min Salary
$180K
Avg Max Salary
AI/ML Engineer
Most Common Role
Embeddings Jobs Rag Jobs

Why Embeddings + Rag?

AI job market dashboard showing open roles by category

Embeddings and Rag appear together in 215 current AI job postings, most commonly for AI/ML Engineer positions. This combination signals that employers are looking for versatile engineers who can work across multiple layers of the AI stack. Companies hiring for this pair tend to value candidates who can bridge different technical domains rather than specialize in just one.

Top Roles Requiring Embeddings + Rag

AI/ML Engineer 150 jobs
AI Software Engineer 19 jobs
AI Architect 14 jobs
Data Engineer 12 jobs
Data Scientist 11 jobs
AI Product Manager 3 jobs

Career Impact

Professionals who combine Embeddings and Rag earn a median salary ceiling of $180K, compared to $190K for Embeddings alone and $205K for Rag alone. This 9% discount reflects roles requiring both skills tend to be more common mid-level positions, while single-skill roles may skew toward senior or specialized positions with higher pay ceilings.

Top Companies Hiring for Embeddings + Rag

Capgemini 11 jobs Cognizant 8 jobs Slalom Consulting 4 jobs J2B GLOBAL LLC 3 jobs Realign 3 jobs NTT DATA 3 jobs JPMorganChase 3 jobs Micron Technology 3 jobs

Salary Comparison: Combo vs Individual Skills

Embeddings Only
$190K
292 jobs
-5% vs combo
Embeddings + Rag
$180K
215 jobs
Rag Only
$205K
924 jobs
-12% vs combo

Related Skill Combinations

Python + Rag 683 Aws + Rag 447 Azure + Rag 412 Prompt Engineering + Rag 340 Gcp + Rag 277 Langchain + Rag 257 Kubernetes + Rag 247 Embeddings + Python 246

Frequently Asked Questions

Based on our analysis of current AI job postings, 215 positions require both Embeddings and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Embeddings and Rag pay an average of $120K to $180K based on 142 postings with disclosed compensation.
Jobs requiring both Embeddings and Rag pay $180K on average (max), compared to $190K for Embeddings alone and $205K for Rag alone. That represents a 9% discount for having both skills.
The most common roles requiring both Embeddings and Rag are: AI/ML Engineer, AI Software Engineer, AI Architect, Data Engineer. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 11,520 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of October 2026. Salary figures represent posted compensation ranges and may not include equity, bonuses, or other benefits.

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Methodology

Skill co-occurrence data is derived from 215 job postings that list both Embeddings and Rag as required or preferred skills. Salary data includes only postings with disclosed compensation ranges. Data is updated weekly from major job boards and company career pages.