ProductToModel
review-first apparel imaging

Turn one flat-lay garment photo into a sellable on-model image set

Start with one SKU, protect the details that matter, and move from upload to preview, payment, and final selection on the same stable job URL.

1 paid SKU jobsame job URL before and after paymentfallback if unusable
1 SKU paid job
trustworthy details
1 free preview / account

Proof frame

Flat-lay in, on-model out.

detail-sensitive

Flat lay input

hoodie
Original hoodie flat-lay

Original hoodie flat-lay

The source image stays recognizable so the result still reads like the original SKU.

On-model output

score 100
Delivered hoodie candidate

Delivered hoodie candidate

Top-scoring delivered output for proof blocks.

What you send

One main garment image, plus the details you cannot afford to lose.

Main image first
The main image should dominate the intake because it anchors the SKU identity.
Original hoodie flat-lay
Main uploader

Start with the flat-lay or hanger image that already sells the SKU internally.

This is the source image buyers already trust. The rest of the funnel should support it, not distract from it.

Logo / print detail
Logo / print detail
Close-up references help the system keep placement and scale stable.
Texture / color detail
Texture / color detail
Use these if the garment material or color nuance must stay exact.
Trim / structure detail
Trim / structure detail
Helpful for zippers, cuffs, seams, collars, or distinctive construction.

What we protect

The job is not just to generate a person. It is to keep the SKU believable.

01
Striped dress
Top-scoring dress-striped candidate archived from the local-source showcase run.
Blue striped dress flat-lay source

source

dress-striped candidate 3

candidate

score 95
dressreviewable
02
Leather jacket
Alternate jacket candidate with strong texture and pocket preservation.
Pexels jacket flat-lay source

source

Jacket alternate candidate

candidate

score 95
jacketreviewable
03
Essential tee
Highest-scoring t-shirt candidate from the local-source showcase run.
Pexels t-shirt flat-lay source

source

T-shirt hero candidate

candidate

score 100
teereviewable
C

Color

Keep the garment color grounded so the result reads like your actual SKU.

L

Logo / print

Preserve chest art, back print, and placement-sensitive brand marks.

S

Shape / drape

Hold onto silhouette, fabric fall, and overall fit cues that sell trust.

S

Structural details

Protect seams, plackets, pockets, collars, and hardware from drifting.

How delivery works

One stable workspace from source upload to paid review.

01upload

Upload

Upload one main garment photo and optional detail references.

02setup

Set up the job

Choose category and gender, then move into the stable SKU workspace that owns preview, payment, and review.

03job

Claim preview or unlock paid directions

The first eligible account can claim 1 free preview there. Repeat accounts go straight to paid generation language for that same job.

04review

Review and deliver

Stay on the same job URL to compare 3 paid directions, make up to 3 adjustments, and choose one final image to keep.

Price

$29 / SKU

One-time

One paid SKU job, one stable workspace, three paid directions, three adjustments, and one final on-model hero image. The first eligible account can claim one free preview before payment.

1 free preview per eligible account
3 paid directions per job
same workspace after payment

FAQ

Enough clarity to make the first paid SKU decision feel low-friction.

How does the first free preview work?
Each eligible signed-in account can claim one free preview on its first setup-ready job. Later jobs go straight to paid generation instead of offering a second preview.
Do I switch pages after payment?
No. Preview, payment, and paid review stay on the same stable job URL so the comparison set and history stay attached to one SKU job.
What input quality do I need?
A clear main garment image is the minimum. Detail references improve fidelity for prints, trims, and structure.
What if the batch is not usable?
The workflow moves into fallback instead of silently shipping a weak result.