Chroma and Rag frequently appear together in AI job postings, with 115 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $103K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Chroma and Rag appear together in 115 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 Chroma + Rag
AI/ML Engineer107 jobs
AI Software Engineer3 jobs
AI Engineering Manager2 jobs
AI Consultant1 jobs
Data Engineer1 jobs
AI Architect1 jobs
Career Impact
Professionals who combine Chroma and Rag earn a median salary ceiling of
$103K, compared to $103K for Chroma alone and
$176K for Rag alone. This 26% 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, 115 positions require both Chroma and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Chroma and Rag pay an average of $70K to $103K based on 94 postings with disclosed compensation.
Jobs requiring both Chroma and Rag pay $103K on average (max), compared to $103K for Chroma alone and $176K for Rag alone. That represents a 26% discount for having both skills.
The most common roles requiring both Chroma and Rag are: AI/ML Engineer, AI Software Engineer, AI Engineering Manager, AI Consultant. 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.
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Methodology
Skill co-occurrence data is derived from 115 job postings that list both Chroma 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.
