Choose an AI catalogue photography tool by six things: the inputs it accepts, how much control you get over the model, whether output is quality-checked before delivery, the formats it exports, how it handles volume, and what a finished image actually costs.
Most catalogue work starts from what you already have. A tool that only takes clean studio photos is no use if your archive is flat lays and mannequin shots. Check that flat lay, mannequin, ghost mannequin and existing on-model photos are all accepted.
For a catalogue, the same model should look the same across every SKU. Look for saved model identities or brand presets rather than a fresh random face per generation, plus control over demographics, body type and pose.
Generation is the easy part; catching a wrong collar, a distorted print or an off colour is the hard part. Ask whether output is automatically checked and whether a human reviews it. Styls.ai runs 138+ automated QC checkpoints per image, then human review.
A tool that is pleasant for ten images can be unworkable for a thousand. Check batch input, whether SKUs can be grouped, and whether there is an API or a managed service for bulk runs.
Compare cost per delivered, approved image — not per generation. Credit-based pricing looks cheap until you count the rejected attempts. Styls.ai plans run from a free Starter tier to $199 per user per month.