studioGPT
Wear it before you buy it.
Shoot it without a studio.
One AI engine, two surfaces. Real-time virtual try-on on the product page —
and bulk on-model studio photography for the rest of your catalog.
Apparel-aware · Multi-tenant from day one · Live on a real Shopify store
Live on cassieskurations.com today. Book a walkthrough to see it on your own catalog.
Two jobs. One model. Zero duplicate spend.
Every other VTO vendor makes you choose: a consumer widget on the PDP, or a separate photo-generation tool for your catalog team. studioGPT runs both off the same AI backbone — and bills you as one premium add-on, not two.
Real-time try-on at the PDP
A "Try it on" button on every eligible apparel product. Shoppers pick or build an avatar, see themselves in the piece, and add to cart with confidence. Sits inside shopperGPT — no extra integration, no separate vendor.
- Pre-built diverse avatar library + custom avatars from a single selfie
- Multi-piece try-on: tops, bottoms, dresses, jumpsuits, shoes
- Privacy-first: person images are session-scoped and never trained on
Bulk on-model studio photography
Send a flat lay or ghost mannequin. Get a full diverse on-model shoot in return — across body types, poses, and demographics. Generated images flow straight into your product media, picked up by catalogGPT, and become the new default hero image set.
- Replaces $300–$1,500-per-SKU studio photography line items
- Idempotent per SKU × avatar × seed — re-runs do not duplicate or corrupt
- Cost-controlled per merchant: monthly budget + hard cap + dry-run estimates
How it works.
Same pipeline, same enrichment, same multi-tenant data plane as the rest of the visualAI platform — extended with the studioGPT try-on engine and a bulk generation job for catalog-scale runs.
Eligibility
cleanerGPT flags every SKU as VTO-eligible based on garment category, image quality, and attribute completeness. Ineligible products are filtered upstream — shoppers never see a broken try-on, merchants never burn quota on a bad SKU.
Generate
The studioGPT engine combines the person image with the product image to produce a photoreal try-on. Bulk jobs run asynchronously per-merchant with per-tenant rate limits.
Distribute
Consumer outputs render inline on the PDP and optionally attach to the cart line. Bulk outputs land in your product media library — catalogGPT picks them up automatically on the next feed cycle and pushes them to every AI agent and search destination you syndicate to.
Why studioGPT, not a standalone VTO vendor.
The model itself is commoditizing fast. The platform around it isn't.
One engine, two surfaces
Most VTO vendors are either consumer-side widgets or merchant-side photo tools. studioGPT is one model, one ingestion path, one billing line — the same enrichment that lets shoppers try it on also generates the model shots that go in your catalog.
Purpose-built for apparel
Not a generic image generator with a wardrobe prompt. The studioGPT engine is tuned specifically for tops, bottoms, and one-pieces — with retry, idempotency, and observability matching the rest of the visualAI platform.
Multi-tenant from day one
Per-merchant row-level security on every query. Avatars, generated assets, and preview jobs are scoped to merchant_id at the DB layer — nothing crosses tenants, ever.
Diverse model library, opt-in custom
visualAI maintains a consented stock library covering body types, ethnicities, ages, and poses. Merchants can opt in to the library, upload their own model set, or let shoppers generate avatars from a single photo.
Common questions.
Which garments are supported?+
Apparel at launch — tops, bottoms, and one-pieces (dresses, jumpsuits). Shoes layer on independently. Accessories and outerwear with structure (coats, jackets) are on the roadmap.
What about privacy?+
Person images are session-scoped by default and not persisted unless a shopper explicitly opts in to "save my fit profile." Storage uses signed URLs with ≤ 5-minute expiry, region-pinned per merchant (EU merchants get an EU region), and every access is audit-logged. GDPR/CCPA delete cascades through both person images and generated outputs.
How does this fit with my existing photography?+
It replaces the on-model shoot line item, not the full pipeline. You still send flat lays or ghost mannequin shots — studioGPT turns those into on-model imagery across a diversity matrix you pick. The output replaces what you would have paid a studio to shoot.
What does it cost?+
studioGPT is a metered premium add-on inside shopperGPT (consumer try-on) and cleanerGPT (bulk catalog). Bulk is priced per-SKU at full margin; consumer try-on is per-event with a default sample_count of 2. Per-merchant monthly budgets and hard caps are configurable per plan tier.
Try it on. Or shoot the whole catalog.
studioGPT is live on cassieskurations.com today. Custom Shopify install is available now for stores already running shopperGPT; Shopify App Store submission is in the coming weeks, and APIs for non-Shopify platforms arrive Q3.