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Embeddings + Rag Jobs in 2026

Embeddings and Rag frequently appear together in AI job postings, with 533 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $215K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.

533
Job Count
$128K
Avg Min Salary
$215K
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 533 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 265 jobs
Data Engineer 157 jobs
AI Software Engineer 32 jobs
AI Architect 31 jobs
Data Scientist 20 jobs
AI Agent Developer 7 jobs

Career Impact

Professionals who combine Embeddings and Rag earn a median salary ceiling of $215K, compared to $213K for Embeddings alone and $176K for Rag alone. This 11% premium reflects the market values the integration of these two skills. Employers pay more for candidates who can work across both rather than hiring separate specialists.

Top Companies Hiring for Embeddings + Rag

Deloitte 233 jobs Openkyber 27 jobs Realign 12 jobs Tata Consultancy Services (TCS) 6 jobs Vantor 5 jobs Wipro 4 jobs Apple 4 jobs Optum 4 jobs

Salary Comparison: Combo vs Individual Skills

Embeddings Only
$213K
573 jobs
+1% vs combo
Embeddings + Rag
$215K
533 jobs
Rag Only
$176K
16,749 jobs
+22% vs combo

Related Skill Combinations

Aws + Rag 6,580 Rag + Rust 5,898 Python + Rag 3,102 Azure + Rag 2,321 Gcp + Rag 1,978 Prompt Engineering + Rag 1,333 Openai + Rag 1,133 Claude + Rag 1,120

Frequently Asked Questions

Based on our analysis of current AI job postings, 533 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 $128K to $215K based on 422 postings with disclosed compensation.
Jobs requiring both Embeddings and Rag pay $215K on average (max), compared to $213K for Embeddings alone and $176K for Rag alone. That represents a 11% premium for having both skills.
The most common roles requiring both Embeddings and Rag are: AI/ML Engineer, Data Engineer, AI Software Engineer, AI Architect. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 26,159 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of April 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 533 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.