Workflow / on-mannequin

Preserve the form.
Add the person.

Use an on-mannequin or clean ghost-mannequin as structured evidence, then add casting and direction without treating the garment as an invention.

SHAPE-LED SOURCE · COLLECTION CASTING · SIDE-BY-SIDE REVIEW
Transfer record Look 12 / Black column

Source evidence complete

01 / Approved product source
Isolated garment source
Ghost Mannequin / front Source locked
02 / Directed on-model output
Directed on-model output
On-model / full length Catalogue 06
Ready
Source structure attached Direction versioned Output reviewed beside the garment
Source evidence

Map what the source proves.
Flag what it does not.

Ghost mannequin or on-mannequin production starts with evidence, not inference. Confirm the visible silhouette and construction, then request the view needed to resolve anything hidden.

Full front source view of an isolated garment
Source / Front Leopard print textured sweater Product record locked
Human direction

Choose the cast once.
Give every view a job.

The model and view plan are chosen around the garment evidence. Front, angle and back each prove something different about the product.

Directed output on the selected model
Selected output / Aubrey Look 12 · Angled back view
Product fidelity

Review the form.
Not just the finished image.

The output is judged against the product record attribute by attribute. A polished frame does not pass when the garment shape, neckline, construction or color has drifted.

On-model output under fidelity review
Generated output / Look 12 Seated lean back / full length
In review
A useful production boundary

Know when the source is enough.
Know when to ask for more.

Ghost mannequin is strongest when the product record is clean and complete. Missing evidence should become an exception for the team, not a creative guess.

Good workflow fit Proceed with the plan
  1. 01

    Complete source views

    Front, back and construction details give review enough evidence to protect the product.

  2. 02

    Catalogue-led outputs

    Consistent model, pose and background plans make the transformation easy to evaluate.

  3. 03

    Collection-scale direction

    Related garments can share a cast and visual recipe while keeping product records separate.

Evidence supports production
Needs intervention Route to review
  1. 01

    Hidden construction

    If a seam, opening or back treatment is absent from the source, request it instead of inventing it.

  2. 02

    Unclear volume

    Soft drape and layered garments may need additional angles or on-form references before approval.

  3. 03

    Material ambiguity

    Reflective, transparent or highly textured fabrics need closer source evidence and stricter review.

Your next production

One collection.
Every image it needs.

Bring the raw garment photography. Closynth helps your team build, direct and approve the complete on-model content system around it.

Collection planning · Human approval · Production-ready delivery
womenswear set
Look 03 FW/26 collection