Rag and Vector Search frequently appear together in AI job postings, with 92 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $189K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Rag and Vector Search appear together in 92 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 + Vector Search
AI/ML Engineer70 jobs
AI Software Engineer5 jobs
AI Architect4 jobs
Data Engineer3 jobs
Data Scientist3 jobs
AI Product Manager2 jobs
Career Impact
Professionals who combine Rag and Vector Search earn a median salary ceiling of
$189K, compared to $214K for Rag alone and
$187K for Vector Search alone. This 6% 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, 92 positions require both Rag and Vector Search skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Rag and Vector Search pay an average of $128K to $189K based on 60 postings with disclosed compensation.
Jobs requiring both Rag and Vector Search pay $189K on average (max), compared to $214K for Rag alone and $187K for Vector Search alone. That represents a 6% discount for having both skills.
The most common roles requiring both Rag and Vector Search are: AI/ML Engineer, AI Software Engineer, AI Architect, Data 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 92 job postings that list both Rag and Vector Search
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.