For fashion & D2C brands

Forty listings that look like one brand, not forty experiments.

Individually good photographs are easy. A collection where the model, the light and the framing hold steady from the first design to the last is what separates a brand from a product feed — and it's a batching problem, not a photography one.

Set your house lookHow casting works
  • Private model library
  • Saved presets
  • Clean and branded versions

What does consistency actually mean in a fashion catalog?

It means that everything which isn’t the garment stays the same. The same face, the same body type, the same distance from camera, the same background tone, the same light. When those hold, a customer scrolling your collection compares garments. When they drift, the customer compares photographs — and stops being able to tell which differences are the product and which are the shoot.

The traditional way to get this is one photographer, one studio, one model, booked repeatedly. The reason most growing brands don’t have it is that re-booking the same model six months later is expensive and often impossible. A generated casting can simply be reused.

Where consistency breaks

Four failure points a growing catalog runs into

Shoot-to-shoot drift

A different studio, a different day, a different model. Six months of listings that don’t sit together in a grid.

Mixed sources

Some listings shot professionally, some by a supplier, some on a phone. The inconsistency reads as unreliability.

Restocks and reshoots

A colourway added mid-season needs photography that matches work done months earlier, usually with the original shoot unavailable.

Two channels, two formats

Marketplaces want clean, unbranded, portrait masters. Your own channels want branded frames. Producing both by hand doubles the work.

Workflow

Set the casting once, then stop deciding

The work is front-loaded on purpose: an hour spent fixing your house look pays back on every design for the rest of the season.

  1. 1

    Build your private library

    Upload the model, background and pose references that define your look. They stay private to your account and appear alongside the studio library.

  2. 2

    Save it as a preset

    Model, body type, pose, background and branding configuration, stored as one named combination. Every future generation starts here instead of from defaults.

  3. 3

    Run designs through it

    Each new fabric gets the same casting. Use the five-angle set for listings, and add colourways in the same job when a design ships in several shades.

  4. 4

    Export per channel

    Clean masters in marketplace and website ratios for listings; branded frames in feed and story shapes for your own channels. Both come from the same generation.

Two channels

What to send where

The same photograph, delivered differently — this is the part most brands end up doing manually.

Marketplace listings
Clean master, no logo, no text overlay, portrait ratio. Check each platform's current seller guidelines for their specific requirements — they change, and they differ between platforms.
Your own store
The full five-angle set in the website and PDF ratio, in a consistent order across every product page.
Instagram and social
Feed and story crops, optionally branded. The Instagram workflow covers cadence and caption generation.
Wholesale and retailer decks
Branded frames with design number and rate, assembled into a PDF catalog or a private lookbook link.

Verify platform rules yourself

Marketplace image policies — resolution, background, overlays, and how AI-generated imagery must be disclosed — are set by each platform and change without notice. Read the current seller guidelines for the platforms you list on rather than relying on any third-party summary, including this one.

Timing

Photography before the sample exists

The usual sequence is fabric, sample, shoot, launch — and the shoot is what holds up the launch, because it can’t start until a physical sample exists and a studio has a free date.

Fabric-to-model reverses the dependency. If you have the cloth or the printed panel, you can produce catalog imagery in parallel with sampling rather than after it, so the listing is ready the day the stock lands. For a seasonal brand that difference compounds across an entire range.

The trade-off to be clear about: a generated image reflects the fabric you photographed and the construction rules for that garment, not a specific stitched sample. Use it for launch imagery and demand-testing; keep a real photograph of the finished piece for anything where exact make matters. More on how fabric-to-model works.

Questions

Brand and catalog questions

Can I keep the same model across an entire collection?

Yes, and it's the single highest-value thing a brand can do with the product. Upload a model reference to your private library, pin it, and apply it to every design. The same applies to backgrounds and poses — save the whole combination as a preset and every generation inherits it.

Are generated images acceptable for marketplace listings?

Marketplace policies vary and change, so check the current seller guidelines for each platform you list on before you build a workflow around it. What we can say is what the product outputs: clean, watermark-free, unbranded masters in standard portrait listing ratios, which is what those guidelines are usually written around. Keep branding off marketplace uploads — logos and text overlays are commonly rejected regardless of how the photo was made.

How do I keep new-season photos matching last season's?

Presets. A saved preset stores the model, body type, pose, background and branding configuration together, so a shoot run six months later starts from the same casting rather than from memory.

Can we generate before the sample arrives?

Yes — that's the fabric-to-model case. If you have the fabric or the printed panel, you can produce catalog imagery before a stitched sample exists, which is often the difference between launching with photography and launching without it.

Who owns the generated images?

You do. Images are watermark-free and licensed for unrestricted commercial use. See the terms for the full statement.

Fix the casting once. Photograph the season.

Five free credits on signup — enough to test a house look on a real design before you standardise on it.

Set your house look

5 free credits on signup. No card needed.

Keep reading

AI fashion models

Pick a model, body type, pose and background — or upload your own.

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Five-angle product shots

Front, both sides, back and a detail shot of the same garment.

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What goes in a catalog, in what order, and what buyers look for.

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Three garments cut from one cloth: lehenga, choli and dupatta.

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