What Does “AI Skills Preferred” Mean in a Job Posting?
Three real job listings show how to tell whether an employer wants you to use an AI tool, set up an automated process, or build part of an AI system.
A job posting asks for familiarity with ChatGPT. The rest of the listing looks like work you’ve done before, but that one line gives you pause. Before deciding whether you qualify, look for the work the employer expects you to do with the tool. Drafting a company update and keeping an automated process running call for different experience.
Indeed Hiring Lab tracks how AI appears in job postings. For an individual applicant, the most useful clues are closer to home: the duties on the page, what the employer lists as required, and what the application asks you to explain. Three real listings show how those clues can point to very different jobs. hiringlab.indeed.com
Look at what the employer wants you to produce
Via Logic’s posting for an executive and personal assistant included drafting and posting company updates. It described using supplied information and templates, with tools such as ChatGPT available to help. The work described there ends with a company update someone can read. The posting places that work alongside the role’s administrative duties. job-boards.greenhouse.io
If you’ve done similar work, think about what you could show. Maybe you took a set of approved notes and turned it into a short announcement. If you used AI, be ready to explain where it helped. You might have asked it to shorten a first draft, then checked that the shorter version still had the right date and left out information that was meant to stay internal.
If you did the work without AI, describe it that way. You can still show that you know how to turn notes into a usable update. If you want to practice the tool before applying, try the same task with public information or material you write for practice. That gives you a sample you can discuss without sharing a previous employer’s documents.
Check whether you’d be responsible for the process
A marketing coordinator listing from Interdependence describes a different kind of work. Along with coordinating projects and outside partners, the person would set up and manage automated marketing processes. The listing names Claude Code, and the application asks directly whether candidates have used it. Someone reading only the title could miss how much of the job involves automation. job-boards.greenhouse.io
The question here is what happens after the first result. If you ask a chatbot to summarize a report once, you can read the summary and correct it yourself. If you set up a process that produces a report every week, someone has to decide where it gets its information, what it does when a source is missing, and who checks the output before it’s shared.
Look for those responsibilities in the posting. Words such as set up, monitor, and maintain can matter as much as the tool name. If you’ve managed a recurring process before, describe what you handled personally. Explain who used the result and what you did when it needed a correction. If your experience is limited to working in a chat window, that distinction gives you a clear question for the recruiter.
Read engineering duties for the work behind the tool
OpenAI’s listing for a machine learning engineer working on implicit signals describes building and operating systems that evaluate model behavior. It includes testing how reliably those systems work and getting them ready to run in production. In that role, the system itself is part of what the employee is hired to deliver. OpenAI
For an engineering listing, pay attention to the object of each verb. Evaluate a draft could mean checking whether a customer email is accurate. Evaluate a model could mean designing a test and measuring how the model behaves across many examples. The word evaluate tells you very little until you know what’s being evaluated.
Read the technical requirements alongside those duties. If the employer asks for experience running software that other people rely on, a personal chatbot project may give you something to talk about. You’ll still want to be clear about where it ran, who used it, and which parts you built.
Turn the vague requirement into one interview question
Read the qualifications and duties side by side. If the employer lists AI experience as preferred, see whether the duties describe a specific task or whether the application asks about a particular tool. The label gives you one clue. The rest of the posting tells you what to prepare.
Pick an example from your own work that is close to the task. For a communications job, bring a sample you’re allowed to share and explain how you checked it. For an automation role, be ready to describe a process you helped run and a problem you had to fix. If the posting leaves the day-to-day work unclear, ask the recruiter for one example of what the person in the role would be expected to do with AI in their first month.
