Chroma and Rag frequently appear together in AI job postings, with 18 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $174K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Chroma and Rag appear together in 18 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 Engineer14 jobs
Data Scientist2 jobs
AI Agent Developer1 jobs
AI Architect1 jobs
Career Impact
Professionals who combine Chroma and Rag earn a median salary ceiling of
$174K, compared to $174K for Chroma alone and
$214K for Rag alone. This 10% 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, 18 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 $125K to $174K based on 10 postings with disclosed compensation.
Jobs requiring both Chroma and Rag pay $174K on average (max), compared to $174K for Chroma alone and $214K for Rag alone. That represents a 10% discount for having both skills.
The most common roles requiring both Chroma and Rag are: AI/ML Engineer, Data Scientist, AI Agent Developer, AI Architect. 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 18 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.
