⊕ Generative AI · Diffusion · Brand-consistent batch output

Studio-grade
product photography,
without the studio.

Diffusion + ControlNet pipeline replacing $2,000+ per-SKU studio photography. Brand-consistent output at the click of a batch job. Built white-label-ready for fashion DTC brands, marketplace sellers, and emerging-market e-commerce.

White-label enquiry How it works →

The economics

Product photography is the largest hidden cost in fashion DTC.

A single mid-range DTC brand shoots 50–500 SKUs per quarter. At $200–$2,000 per SKU for studio + model + retouch, the photography bill is often larger than the first-six-months ads budget — and the output doesn't scale.

Today · studio

$200–$2,000

per SKU

Studio rental, model fees, stylist, retoucher
2–4 week turnaround from brief to delivery
Reshoot when collection drops or seasons change
Inconsistent backgrounds across SKU batches
Travel + logistics for global brands

TextileLens · diffusion

$0.50–$5

per SKU

Upload garment + model reference once
Brand-consistent batch output, hundreds at a time
Same-day turnaround for new collection drops
Background swaps, lighting variants, locale shifts
White-label OEM ready · plug into your PIM

Pipeline

Garment + model + scene. Diffusion-rendered, brand-locked.

TextileLens combines SDXL with ControlNet pose + brand-conditioning to keep outputs consistent across thousands of SKUs. Batch inference runs CUDA-accelerated on NVIDIA GPUs with Cloudflare R2 delivery.

Garment ingest

Flat or mannequin garment shots. Background segmentation. SKU metadata + brand kit.

Pose conditioning

ControlNet pose reference. Editorial, e-comm, lifestyle pose libraries by category.

Brand-conditioned diffusion

SDXL with brand LoRA on lighting, palette, and locale. CUDA-accelerated batch.

Variant batch

Backgrounds, lighting, locale shifts. Hundreds of variants per SKU, deterministic outputs.

Delivery

High-res PNG + AVIF to Cloudflare R2. Signed URLs, PIM integration, white-label OEM ready.

Use cases

Where TextileLens beats the studio.

🛍️

DTC fashion brands

100–1,000 SKU drops with same-week turnaround. Locale + background variants for global stores. Plug into Shopify/Magento PIM.

📦

Marketplace sellers

Amazon / Etsy / Daraz / Allegro sellers competing on hero-image quality. Studio-grade product shots without studio cost.

👗

Wholesale + sourcing houses

Tech-pack rendering for buyers before sample is sewn. Reduce sampling cycle from weeks to hours.

🎨

Print-on-demand

Variant rendering for hundreds of design × garment × colour combos in one batch. Marketplace-ready output.

🏷️

Private-label OEM

White-label deployment for agencies and dropshipping platforms. Per-customer brand LoRA + API access.

🌍

Emerging-market e-commerce

Locale-conscious model + scene generation for brands selling into PK / IN / MENA / SEA markets.

NVIDIA-native stack

Diffusion is GPU-bound. We build for it.

Batch diffusion at scale needs sustained NVIDIA compute. SDXL + ControlNet on A10G today, migrating to H100 for sub-second per-image batch by Q4 2026. NVFP4 quantization for cost-down at production scale.

SDXLBase diffusion

ControlNetPose + brand conditioning

CUDA renderingBatch acceleration

cuDNNTraining acceleration

TensorRTInference optimization

NVIDIA NeMo (custom LoRA)Brand fine-tune

Cloudflare R2Image delivery

DGX Cloud (Innovation Lab)Fine-tune sprints

Q4 2026: First DTC brand white-label launch.

We are taking on a limited cohort of DTC fashion brands for the Q4 2026 TextileLens white-label launch. Brand-locked LoRA, API access, PIM integration. Email the founder to discuss your pipeline.