Product updates

A running record of the ProductToModel capabilities that are already live for apparel teams.

v0.5.0

ProductToModel v0.5.0

ProductToModelLaunchApparelReview workflow

ProductToModel v0.5.0 is the first public release of the current apparel-only workflow. The product is now live with a contained, review-first flow designed for fashion teams that need usable on-model ecommerce images from flat-lay source photos.

What is live now

  • A focused upload flow for one main garment image plus optional detail references
  • Single-SKU checkout so each paid job stays tied to one clear apparel task
  • Queue-backed generation and review orchestration for product-model jobs
  • Order and results pages that let customers reopen a job and track delivery state
  • Public pricing, policy, and safety surfaces that explain the current offer clearly

Upload and generation workflow

The current release is built for garment-first inputs, not open-ended prompt generation.

  • Users upload a flat-lay or white-background apparel image
  • Optional detail images help preserve logos, trims, and fabric cues
  • The system analyzes whether the source is inside the current apparel scope
  • Accepted jobs move through generation, review, and result publishing

Review-first delivery

The product is intentionally opinionated about quality control.

  • Generation is constrained around garment fidelity, not just aesthetics
  • Candidate outputs can be reviewed before they are treated as final
  • Delivered results are tied back to the original paid job and can be revisited later

Current supported scope

ProductToModel v0.5.0 is currently limited to lawful apparel ecommerce imagery.

  • Supported categories are centered on garments such as hoodies, tees, dresses, and jackets
  • The product is not positioned as a general image generator
  • Out-of-scope inputs can be blocked before they move into the main fulfillment flow

Content safety and account readiness

This release also includes the public-facing compliance surfaces needed for live payments and account review.

  • Terms of Service now state that users may not request or generate NSFW or sexually explicit content
  • An Acceptable Use Policy explains the product's apparel-only scope and moderation rules
  • Upload surfaces now make the content boundary visible in the actual customer flow