Generative AI
Which roles require it and how much it matters — mapped across real job-role profiles.
Short answer: Generative AI is asked for by 1 of the 103 job-role profiles Skilture maps — only by Machine Learning Engineer.
Source: Skilture's 103 job-role profiles · Updated
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- Roles that list it
- 1 of 103
- Core requirement
- Supportingcomplementary skill
- Skill type
- Technicalhard, teachable
Who hires for Generative AI?
The roles in Skilture's catalogue that list Generative AI, and how heavily each one weights it.
Targeting one of these roles? Grab the ATS resume keywords:
How interviewers test Generative AI
Real questions from Skilture's interview banks, with what the interviewer is listening for.
Machine Learning Engineer · advanced
How do you evaluate a generative AI feature where there is no single correct answer?
Listen for: Strong candidates combine automated proxies, human evaluation, and guardrails for safety and hallucination, and define task-specific criteria. Claiming accuracy alone suffices is a red flag.
What roles that use Generative AI pay in the US
Annual wages in US dollars for the roles above: median, and the 10th–90th percentile range.
| Role | Median | Range |
|---|---|---|
| Machine Learning Engineer | $135,980 | $82,460 – $214,670 |
United States, USD. Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics), 2025; each median links to its occupation. India (INR): no sourced figure for these roles yet, so none is shown.
Skills that pair with Generative AI
Employers hiring for Generative AI most often ask for these alongside it.
Put Generative AI to work
Does your resume show Generative AI?
Score your resume against a role and see which of its skills you show and which are missing.
Can an ATS read your skills?
A skill a parser cannot extract does not count. See what an Applicant Tracking System reads.
Placements coming up?
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Building your resume? ATS-friendly templates, each one scored · Resume format for freshers
Generative AI: common questions
- Is Generative AI worth learning in 2026?
- Generative AI is listed in 1 of the 103 job-role profiles Skilture maps. Explore the roles above to see where it matters most, then run a free skill gap analysis to see if you already have it.
- Which jobs require Generative AI?
- Roles that ask for Generative AI include Machine Learning Engineer. You can check how your own skills match any of these roles with Skilture's free skill gap analysis — no signup required.
- How do interviewers test Generative AI?
- A typical question, from Machine Learning Engineer interviews: "How do you evaluate a generative AI feature where there is no single correct answer?" What the interviewer listens for: Strong candidates combine automated proxies, human evaluation, and guardrails for safety and hallucination, and define task-specific criteria. Claiming accuracy alone suffices is a red flag.