Give AI a narrow job
AI can be useful for small, inspectable tasks: finding repeated terms in a job description, suggesting where a relevant skill might be missing, or offering alternate phrasings for a bullet you have already written. These are editing tasks, not autobiography.
Start with accurate material. Provide the role, the job description, and the bullet or section you want to improve. The more concrete the input, the easier it is to evaluate the output.
Keep authorship with you
Do not paste generated text into an application just because it sounds polished. Check every claim, metric, tool, and title. If you would hesitate to explain a sentence in an interview, it does not belong on your resume.
Your language does not need to be flashy. It needs to be true, specific, and understandable to someone outside your immediate team.
Use comparison as a final pass
A useful last step is to compare your resume with the job description and ask: which requirements are supported by evidence, which are only mentioned, and which are missing? That gives you a focused editing list.
Then make the final choices yourself. AI can surface patterns, but it cannot know which project best represents your work or how you want to position your career.
Sources consulted
This guide is an original synthesis of the following career guidance. Read the source material for its full context.