Plus-size fashion models: photograph the fit you chose. Do not prompt the body away.
A plus-size image should not be a standard fashion prompt with one adjective added. The body is part of the casting decision, the drape is part of the product truth, and neither should quietly change as you move from front view to campaign.
An original neutral casting master for this guide. Identity is only half the brief: approve body proportions before the clothes arrive.
The point of view
Respect begins with specificity.
“Plus size” covers many bodies. Cast the person you actually want to photograph: age, height range, shoulder and hip relationship, posture, face, hair, and presence. Use direct, neutral language. Avoid euphemisms, before-and-after framing, or instructions that shrink the waist, lengthen the legs, hide the arms, or “flatter” the body into somebody else.
A headshot can hold a face; it cannot prove a body. Approve a full-length body reference or a first full-length master frame before producing the shot battery. Then repeat the same proportion language and reference across front, side, back, seated, and movement views.
Make it
From blank page to a production-ready first set.
Work small until the cast, product and photograph agree. Then make the system repeatable.
01
Write the person, not the category
Specify exact adult age, visible facial features, hair, expression and presence. Make diversity a casting choice, not a random adjective generator.
02
Create the face
Use Recraft 4.1 to generate clean square casting portraits with hair pulled back and one distinguishing feature. Approve character before styling.
03
Approve a body master
Make one neutral full-length studio image that clearly shows the chosen proportions and stance. This becomes the body truth for the collection; a face-only reference is not enough.
04
Test the garment in four views
Run front, 45-degree, back and seated or walking. Compare shoulder seams, armholes, waist placement, fabric tension, hem length and print scale against the source product before making campaign images.
Prompt book
Prompts you can actually start from.
Replace the placeholder IDs with your Astria references. Keep the factual product and identity instructions; change the creative language until it sounds like your brand.
Example result
Synthetic casting portrait · Recraft 4.1 · 1:1
Close-up studio headshot of a fictional 34-year-old Black woman with deep neutral-brown skin, almond-shaped dark eyes, a broad softly rounded nose, a full oval face, a faint beauty mark beside her left cheek, and tightly coiled black hair in a low pulled-back bun. Bare shoulders, no clothing visible, no jewelry. Calm self-possessed expression, looking at camera. Clean white background #fff, broad softbox lighting, natural realistic skin detail, honest casting photograph.
Why this worksThis follows the Astria unique-headshot recipe: precise traits, clean light, one memorable feature, and no wardrobe noise.
Example result
Body master · 3:4
<faceid:MODEL_ID:1> woman, 34 years old, plus-size body with full hips, soft midsection, broad upper arms and naturally proportioned legs. Full-length neutral casting photograph, relaxed upright stance, arms resting comfortably at her sides. Wearing a simple fitted black T-shirt and straight black trousers. White seamless studio, level camera at waist height, soft even light. Preserve her exact face, body shape and proportions. No waist slimming, no elongated legs, no contouring pose, no beauty filter.
Why this worksA neutral master makes the body decision visible before clothing, cropping and campaign light complicate it.
Example result
PDP garment view · 3:4
<faceid:MODEL_ID:1> woman, preserve the exact approved face and plus-size body proportions from the model reference. Wearing <faceid:DRESS_ID:1> dress; keep neckline, sleeve opening, waist seam, print scale and hem length faithful to the product reference. Full-length front PDP photograph, comfortable natural stance, hands relaxed, pale grey seamless background #f5f5f5, large diffused softbox, true color, realistic fabric tension and drape. No body reshaping, no hidden arms, no pinched waist, no garment redesign.
Why this worksIt names the places where garment fidelity often fails and explicitly protects the approved body.
Choose the tool by the photograph
There is no single “best model.” There is a best next move.
Recraft 4.1
Original face casting
Strong for making the first synthetic casting sheet. Keep this pass face-led; body approval happens separately.
Nano Banana / Gemini
Face + body + garment composition
Use the approved face/body master and the product reference. A lean, well-labeled stack usually beats a pile of weak references.
Seedream 5
Complex looks and scene continuity
Use when the outfit has multiple garments or the set must also be referenced. Review the body and every layer independently.
Model availability changes. Astria added Recraft V4.1 in May 2026; check the current model catalog before production. See Astria changes
Show me the money
A reusable cast makes representation operational.
The economic win is not “one plus-size image.” It is a cast and fit language the team can keep through a whole assortment, without treating inclusive imagery as a special campaign that happens once a year.
One approved body master across front, side and back
Fewer recasts when colorways arrive late
The same model in PDP, lookbook and campaign crops
See the work
Stress-test consistency before you scale.
Astria’s identity benchmark uses the same model across full-length, close, seated and motion prompts. Treat your body master the same way: make the hard views early, then decide whether the cast is production-ready.
Build it with Astria Skills
The craft can live in your workflow.
The open-source Astria skills turn these methods into guided work with the Astria CLI. Read the skill, adapt the judgment, and keep every generation reviewable.
unique-headshot
Creates original adult casting portraits from visible traits, then presents a small candidate board instead of settling for the first face.
Approve the person first, the body master second, and the garment battery third. Scaling before those three truths agree only makes the corrections more expensive.
