Rag and Transformers frequently appear together in AI job postings, with 32 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $198K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Rag and Transformers appear together in 32 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 Engineer23 jobs
Data Scientist5 jobs
Research Scientist2 jobs
AI Software Engineer1 jobs
Research Engineer1 jobs
Career Impact
Professionals who combine Rag and Transformers earn a median salary ceiling of
$198K, compared to $214K for Rag alone and
$211K for Transformers 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, 32 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 $134K to $198K based on 21 postings with disclosed compensation.
Jobs requiring both Rag and Transformers pay $198K on average (max), compared to $214K for Rag alone and $211K for Transformers alone. That represents a 7% discount for having both skills.
The most common roles requiring both Rag and Transformers are: AI/ML Engineer, Data Scientist, Research Scientist, AI Software 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 32 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.
