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Embeddings + Rag Jobs in 2026

Embeddings and Rag frequently appear together in AI job postings, with 216 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $202K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.

216
Job Count
$133K
Avg Min Salary
$202K
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 216 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 160 jobs
AI Software Engineer 20 jobs
Data Scientist 12 jobs
Data Engineer 6 jobs
AI Architect 5 jobs
MLOps Engineer 4 jobs

Career Impact

Professionals who combine Embeddings and Rag earn a median salary ceiling of $202K, compared to $207K for Embeddings alone and $210K for Rag alone. This 3% discount reflects the salary ceiling is roughly equivalent whether you specialize in one skill or combine both, suggesting the market values either path equally.

Top Companies Hiring for Embeddings + Rag

Apple 6 jobs Capgemini 5 jobs Wells Fargo 5 jobs NTT DATA 5 jobs General Dynamics Information Technology 4 jobs Crowe 4 jobs The Hartford 4 jobs Optum 3 jobs

Salary Comparison: Combo vs Individual Skills

Embeddings Only
$207K
285 jobs
-2% vs combo
Embeddings + Rag
$202K
216 jobs
Rag Only
$210K
929 jobs
-4% vs combo

Related Skill Combinations

Python + Rag 681 Aws + Rag 471 Azure + Rag 389 Prompt Engineering + Rag 385 Gcp + Rag 286 Langchain + Rag 276 Openai + Rag 257 Kubernetes + Rag 253

Frequently Asked Questions

Based on our analysis of current AI job postings, 216 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 $133K to $202K based on 140 postings with disclosed compensation.
Jobs requiring both Embeddings and Rag pay $202K on average (max), compared to $207K for Embeddings alone and $210K for Rag alone. That represents a 3% discount for having both skills.
The most common roles requiring both Embeddings and Rag are: AI/ML Engineer, AI Software Engineer, Data Scientist, Data Engineer. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 4,318 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of August 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 216 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.