A model photo only helps if the shopper gets the item they saw, so garment accuracy came first. We did not run every paid tool; for those we report what the vendor states.
- Garment fidelity: does the pattern, colour, wash, length and every button survive?
- Model control: can you choose body type, age range, skin tone, pose and setting?
- Consistency: can the same model appear across a whole collection?
- Output size and price per image: is the file big enough for your marketplace, and what does each photo cost?
- Rights and labels: does the vendor state commercial use, watermarks or content credentials?
Match the tool to your volume and where the photos go.
- One shop, a few new items a week, no budget: start free with Z Product AI or a free tier from Modelia, WeShop or Caimera.
- A brand that wants one recognisable model on every product: FASHN, Botika, Photoroom, Modelia or Caimera.
- A developer or a store with thousands of SKUs: FASHN, Claid, Modelia or Photoroom, all of which list API access.
- Large prints and zoom images: tools that list 2K or 4K output, such as FASHN, Botika Advanced, Modelia and Photoroom Ultra.
- A fashion company that wants a managed, custom model library: Lalaland through Browzwear.
Our tool edits a real photo you upload, using our own tuned FLUX.2 klein 4B edit model. It is free with no account and no card. You get 10 images a day; the first 8 in an hour start at once, then short waits apply, and there is never a hard lock. You can add up to 4 photos in one edit, for example a top and trousers.
The limits matter. Output is up to 768 px on the long side, can be smaller, and carries a small zproductai.com mark in the bottom right. That is not big enough for an Amazon main image with zoom without upscaling. There is no batch, no API, no saved brand model and no video.
FASHN's pricing page lists Basic at $19 a month or $16 billed yearly with 200 credits and images up to 4K, Pro at $49 and Agency at $99. New accounts get 10 free credits with no card.
It is better than us at consistency: a face reference from one clear photo lets you reuse the same model across looks and angles. It also has a pay-as-you-go API at $0.075 per credit and short video clips.
Botika takes flat lay, hanger or ghost mannequin photos and puts them on more than 150 AI models. Its pricing page shows Pro at $46 a month billed yearly with 600 credits a year at 2K, and an Advanced plan with 4K and all models. One credit is one photo, and unused credits roll over while you subscribe.
Botika includes rounds of retouching per photo, which no free tool offers, and Enterprise adds models made only for your brand.
Photoroom AI Fashion Models works from a flat lay or worn photo, including jewellery, eyewear and footwear. Its pricing page lists AI fashion model allowances on Pro, Max and Ultra, with 2K output on Max and Ultra and 4K only on Ultra, plus a batch tool and separate API plans.
Claid charges 4 credits per AI Fashion generation. Its free trial of 50 credits covers 12 generations, and paid plans list download sizes from 64 MP up. An API key comes with the Pro plan.
Modelia has a $0 Starter plan with 50 welcome credits, then 20 a month, up to 2K and a "Created by Modelia" watermark. Creator is $30 a month with up to 4K, three model slots and API access. Every image carries C2PA content credentials.
Caimera gives 20 free credits once, with a watermark and no card, and its $15 Mini plan adds a custom model and poses. WeShop has a free plan limited to selected models, with Pro at $9.9 a month.
Pietra's help page lists a free plan with 8 images and 1 video, and paid plans with custom models and per-image overage charges, such as $0.10 an image on Essentials.
Lalaland.ai now redirects to a Browzwear page that offers custom AI models for B2B ecommerce by demo request. It is aimed at fashion companies, not single shops.