Documentation Hub

Fashion AI — Docs & About

The toolkit for fashion teams to move from a single reference or brief to on‑brand assets fast: ad variants, localized talent swaps, UGC cleanup, and mask‑free edits. This page is both the documentation index and a concise about overview: how it works, where it shines, limits, and how we handle privacy and editorial quality.

What it does

  • Generates ad and PDP variants from a single reference.
  • Localizes talent & settings per market without reshoots.
  • Performs mask‑free local edits for PDP cleanup.

Where it shines

  • Fixed camera/lighting recipes for clean A/B reviews.
  • Brand tokens (fonts/colors) and safe typography margins.
  • Per‑request runs with capped parallelism (credit control).

What it’s not

  • Not a legal/compliance substitute for model rights.
  • Not a CAD/BIM system; exports are for media use.
  • Not a bulk‑job firehose (each output is one request).

How It Works (High Level)

  1. Input: upload a reference image or paste a concise brief.
  2. Lock constraints: pick one style and one lighting recipe.
  3. Batch options: generate variants; change one variable per batch.
  4. Review: fixed camera and level horizon; compare focal hierarchy.
  5. Refine: tune palette, keep legible type, and preserve drape.
  6. Export: PNG/JPG assets; PDP crops; optional metadata tags.

Trust, Privacy & Editorial Standards

  • Editorial process: drafts → technical review → QA → publish, with versioned changelogs (Support).
  • Privacy: scoped uploads, retention windows, and deletion on request (Privacy Policy).
  • Responsible use: confirm rights/consents and review for cultural fit before publishing.

Benchmarks (Typical)

Time‑to‑first

~30 seconds for a single generation (typical).

Throughput

Parallel requests (bounded) without bulk payloads.

Review clarity

Named camera/lighting presets keep comparisons apples‑to‑apples.

Guides & Tools

Ad variant examples: profile, studio clean, tight portrait with headline placements

Ad-Variant Factory

Generate 20–100 ad variants per flight from one image. Rotate angles, crops, headline placements, and aspect ratios—brand tokens locked.

  • One request per variant (predictable credits)
  • Auto‑tags: angle, color theme, layout, headline placement
  • Parallel runs (bounded) for speed
Open →
Before — FR reference; original model and studio backgroundAfter — KR; localized talent and backdrop while preserving garment drape

Dynamic Localization (Model Swaps)

One master shot → localized talent & settings per market (e.g., Seoul street, Paris café) while preserving drape, light, and camera.

  • Per‑locale requests (no bulk payload)
  • Guardrails for brand/style & cultural fit
  • Export‑ready for paid + PDP
Open →
Consistent model identity across scenes; product details preserved

Identity Consistency — Model + Product

Upload a model photo and a product image. Keep the same person while your instruction controls styling/setting. Product anchors logos, prints, fabrics.

  • Two‑image flow: model + product
  • Identity lock + product‑grounded accuracy
  • Great for storyboards & UGC pipelines
Open →
Before — matte navy dress under soft studio lightAfter — satin finish and deeper navy; pose/lighting preserved

Text‑Guided, Mask‑Free Editing

Say “make the dress satin”, “remove crease”, or “relight softly” — local edits on real photos without painting masks.

  • Multi‑turn isolated edits
  • Preserves identity, pose, drape, and camera
  • Perfect for PDP cleanup and ad refreshes
Open →
UGC cleanup and relight with subtle brand elements and pricing tag

UGC Remix Engine

Turn rights‑cleared creator selfies into on‑brand, shoppable assets: background cleanup, gentle relight, subtle brand elements, SKU links.

  • One image per request; parallel runs (bounded)
  • Subtle brand marks + price tags (optional)
  • Crops for Reels/Stories/PDP
Open →

Getting Started (3 Steps)

  1. Pick a tool from the selector on the home page.
  2. Upload a reference (or start from text) and choose a lighting/style recipe.
  3. Review & export the best variants; ship to paid, PDP, or social.

FAQ

Can I use outputs commercially?

Yes, subject to our Terms. Confirm third‑party rights and product accuracy before publishing.

How are credits billed?

Each generation is one request for predictable spend. See /support for billing.

How do I keep results consistent?

Fix camera and lighting per batch; lock brand fonts/colors; keep type legible with safe margins.

Contact & Legal

Questions or corrections? Contact us. For privacy and responsible‑use details, see Privacy Policy and Support.

Legal pages: Terms • Privacy • Compliance

Changelog

  • 2025-10-08 — Switched Docs Index to Fashion tools; added Before/After support.
  • 2025-09-25 — Expanded About, added benchmarks, trust section, and comprehensive index.