Embeddings and RAG frequently appear together in AI job postings, with 59 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $194K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Embeddings and RAG appear together in 59 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 Engineer29 jobs
Prompt Engineer7 jobs
Data Scientist6 jobs
RAG Engineer5 jobs
MLOps Engineer4 jobs
Data Engineer3 jobs
Career Impact
Professionals who combine Embeddings and RAG earn a median salary ceiling of
$194K, compared to $193K for Embeddings alone and
$224K for RAG alone. This 7% 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.
Based on our analysis of current AI job postings, 59 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 $135K to $194K based on 46 postings with disclosed compensation.
Jobs requiring both Embeddings and RAG pay $194K on average (max), compared to $193K for Embeddings alone and $224K for RAG alone. That represents a 7% discount for having both skills.
The most common roles requiring both Embeddings and RAG are: AI/ML Engineer, Prompt Engineer, Data Scientist, RAG Engineer. These positions typically involve building production AI systems that leverage both technologies.
Data Source: Analysis based on 1,969 AI job postings collected and verified by AI Market Pulse. Data reflects active job listings as of March 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 59 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.