An AI headshot should still look like the person who will use it. A profile image can clean up a background or prepare a consistent crop, but it should not imply a job, credential, event or appearance that never existed. Get the subject’s permission before uploading reference photos and before sharing the output.
Write down the context first
State where the image will appear: a team directory, speaker page, internal profile or social account. The setting controls what can change. A simple neutral background for a directory is a different job from a stylised campaign portrait. Keep the work context honest, especially if the image may influence hiring, speaking or client decisions.
Test one narrow change
Use a fictional profile photo with the person’s permission. Request a neutral background and a standard crop, while preserving face shape, hairstyle, clothing and expression.
Edit the supplied portrait for an internal team directory. Use a plain warm-gray background and a shoulder-up crop.
Preserve the person's identity, face shape, hairstyle, clothing, expression and skin tone. Do not change age, body shape, job context, badges or logos. Do not add text.Compare the output with the source at the same size. The person should recognise the image without needing an explanation. If a change alters identity or gives the picture a different professional meaning, return to the original or use an ordinary crop and background adjustment.
Decide when to avoid generation
Avoid AI generation for an official identity document, a record of an event or a profile where a materially altered appearance would matter. A photographer or an untouched current photo is a better fit when the image must document reality. Generated versions also need a rights and policy check before commercial use.
Ask the subject to approve it
The person in the image should see the source and output before publication. Save their approval with the intended placement; that is more useful than guessing later whether a generated portrait was acceptable.
Questions about AI headshots
Can I make a headshot from a group photo?
Use only a photo you are allowed to use and get the depicted person’s permission. Check that the crop and any generated background do not change the identity or context.
Is a generated headshot suitable for a resume?
That depends on the employer, role and local norms. If you use one, keep it recognisably you and do not add credentials, uniforms or settings that create a false impression.
What should the reviewer reject?
Reject a result that changes identity, age, appearance, clothing or professional context beyond the agreed brief, even if the change seems flattering.

