RAG and Transformers frequently appear together in AI job postings, with 48 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $212K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
RAG and Transformers appear together in 48 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 RAG + Transformers
AI/ML Engineer35 jobs
Data Scientist5 jobs
AI Engineering Manager2 jobs
LLM Engineer2 jobs
AI Architect1 jobs
Data Engineer1 jobs
Career Impact
Professionals who combine RAG and Transformers earn a median salary ceiling of
$212K, compared to $224K for RAG alone and
$205K for Transformers alone. This 1% discount
reflects the salary ceiling is roughly equivalent whether you specialize in one skill or combine both, suggesting the market values either path equally.
Based on our analysis of current AI job postings, 48 positions require both RAG and Transformers skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both RAG and Transformers pay an average of $141K to $212K based on 38 postings with disclosed compensation.
Jobs requiring both RAG and Transformers pay $212K on average (max), compared to $224K for RAG alone and $205K for Transformers alone. That represents a 1% discount for having both skills.
The most common roles requiring both RAG and Transformers are: AI/ML Engineer, Data Scientist, AI Engineering Manager, LLM 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 48 job postings that list both RAG and Transformers
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.