Labeling Product Photos Without Burning Out Staff

Published 2026-06-08 by Faraz Rahimi

If labelling feels like a second job, it will be done badly or not at all. Fold it into the work that already happens.

Labeling Product Photos Without Burning Out Staff

Tags: Operations, Machine Learning, Warehouse, Process, unlisted

A Saturday labelling party is a myth after the first one. People have shifts. The photos arrive during receiving, returns, and exception handling.

I attach labelling to those moments. Receiving a new SKU? Take two photos to "unlock" it in the app. Returns table? Unknown item flow already captures a frame.

Make it two taps

SKU, photo, confirm. If your labelling tool looks like a research annotation suite, only you will use it.

I show the current library photos for that SKU so people can see they are adding something missing, not duplicating a white-background packshot for the twelfth time.

Credit the work

Leads should see who improved the library. Invisible extra work dies. Visible extra work can be scheduled.

Original post: https://farazrahimi.com/posts/labeling-product-photos-without-burning-out-staff