Prompting got commoditized quickly
Two years ago, prompt engineering sounded like a secret craft. Now every motivated candidate can ask a model for ten variations of a sales email. The skill still matters, but it is no longer enough to stand out.
Employers are moving to the next question: can this person make AI useful inside our actual business?
The stronger skill stack
The strongest candidates combine domain expertise, workflow mapping, evaluation, data literacy, and communication. They can identify a process, decide where AI belongs, measure whether it helped, and explain the risk.
In technical roles, add testing, observability, model evaluation, privacy awareness, and system design. In business roles, add customer understanding, process redesign, and metric discipline.
How to prove it
Do not list twenty AI tools on a resume. Show one workflow you changed. Before: three hours of manual review. After: 30 minutes with human verification. Result: fewer errors or faster turnaround.
That is the kind of evidence that survives a skeptical hiring manager.