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Embeddings + Rag Jobs in 2026

Embeddings and Rag frequently appear together in AI job postings, with 175 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $185K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.

175
Job Count
$126K
Avg Min Salary
$185K
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 175 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 127 jobs
AI Software Engineer 21 jobs
Data Scientist 9 jobs
Prompt Engineer 4 jobs
AI Architect 3 jobs
AI Agent Developer 3 jobs

Career Impact

Professionals who combine Embeddings and Rag earn a median salary ceiling of $185K, compared to $200K for Embeddings alone and $214K for Rag alone. This 11% 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

NTT DATA 4 jobs Tata Consultancy Services (TCS) 3 jobs Luxoft 3 jobs BillGO, Inc. 3 jobs State Street 3 jobs Steampunk 3 jobs Fivetran 3 jobs Cognizant 3 jobs

Salary Comparison: Combo vs Individual Skills

Embeddings Only
$200K
219 jobs
-8% vs combo
Embeddings + Rag
$185K
175 jobs
Rag Only
$214K
855 jobs
-13% vs combo

Related Skill Combinations

Python + Rag 595 Aws + Rag 421 Azure + Rag 402 Prompt Engineering + Rag 361 Langchain + Rag 284 Gcp + Rag 253 Openai + Rag 244 Claude + Rag 212

Frequently Asked Questions

Based on our analysis of current AI job postings, 175 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 $126K to $185K based on 118 postings with disclosed compensation.
Jobs requiring both Embeddings and Rag pay $185K on average (max), compared to $200K for Embeddings alone and $214K for Rag alone. That represents a 11% discount for having both skills.
The most common roles requiring both Embeddings and Rag are: AI/ML Engineer, AI Software Engineer, Data Scientist, Prompt Engineer. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 3,708 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of July 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 175 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.