Rag and Transformers frequently appear together in AI job postings, with 194 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 194 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 Engineer148 jobs
Data Scientist20 jobs
AI Software Engineer15 jobs
AI Engineering Manager3 jobs
Research Scientist2 jobs
AI Architect2 jobs
Career Impact
Professionals who combine Rag and Transformers earn a median salary ceiling of
$212K, compared to $176K for Rag alone and
$207K for Transformers 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.
Based on our analysis of current AI job postings, 194 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 143 postings with disclosed compensation.
Jobs requiring both Rag and Transformers pay $212K on average (max), compared to $176K for Rag alone and $207K for Transformers alone. That represents a 11% premium for having both skills.
The most common roles requiring both Rag and Transformers are: AI/ML Engineer, Data Scientist, AI Software Engineer, AI Engineering Manager. 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.
Track AI Skill Demand
Get weekly updates on which skill combinations are trending in AI job postings.
Free weekly email. Unsubscribe anytime.
Methodology
Skill co-occurrence data is derived from 194 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.
