JoliGEN vs The New Black

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-09-29
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At a glance

DimensionJoliGENThe New Black
PricingContact for pricingFreemium (Free tier available; Pro and Business tiers)
Primary FocusGeneral image/video generation with GANs and diffusion modelsSpecialized fashion design for apparel and accessories
Key FeaturesGAN & diffusion, inpainting, outpainting, style transfer, real-time video, multi-GPU, pretrained model libraryText-to-design, tech pack exports, virtual try-on, custom AI models, Fashion Diffusion AI
Target UsersMarketing teams, graphic designers, video creators, enterprise R&DFashion brands, accessories manufacturers, startup fashion labels, design teams
Output ResolutionHigh-resolution output supportedHigh-resolution output suitable for production
IntegrationIntegration with popular design tools (unspecified)API access for integrations (Business tier)

If your work is fashion-specific—designing apparel or accessories—The New Black's freemium model, tech pack exports, and virtual try-on make it a clear winner for speed and specialization. For broader image and video generation needs (marketing, graphic design, video content), JoliGEN's dual GAN/diffusion approach, real-time video, and multi-GPU support offer more flexibility, but you'll need to contact them for pricing. Choose based on your domain: fashion vs. general visual content.

JoliGEN
JoliGEN

Train custom GAN and diffusion models for controlled image-to-image translation

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The New Black
The New Black

AI fashion design platform that turns a prompt, sketch or product photo into on-model shots, virtual try-ons and factory-ready tech packs.

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Pricing
Freemium
Freemium
Plans
—
One-off top-up
$15/mo
$35/mo
$65/mo
$195/mo
Popularity
2 views
7.3k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
WebDesktop
WebAPIPlugin
Categories
🎨 Image Generation
🎨 Image Generation📦 Product & Ecommerce Visuals🧊 3D Generation & Scanning
Features
Train custom GAN-based image-to-image translation models
Train diffusion (DDPM) models for image generation and inpainting
Unpaired and paired image translation
Conditioned generators for fine-grained control
Conserve masks, object classes, and source annotations
Object insertion and removal (glasses, cars, virtual try-on)
Style and domain transfer (day to night, clear to rainy or snowy)
Simulation-to-reality translation with metric preservation
Smart dataset augmentation to counter class imbalance
Multi-dataset loading and configurable dataloaders
Multi-GPU training
Bundled server with REST API for deployment
JoliGEN UI for running models
Docker support for setup and reproducibility
Model export and inference tooling with metrics
AI clothing generator: describe a garment and get a photorealistic design on a model or white background
Sketch to design: a hand-drawn or digital fashion sketch becomes a realistic product image keeping the original lines
Image to flat sketch: a garment photo becomes a clean technical flat that feeds straight into a tech pack
Fabric, print and colour changes applied to an existing garment photo without a reshoot
AI fashion model generator: product photo, flat lay or mannequin shot to on-model imagery in any scene
AI virtual try-on for clothing, jewelry, bags, shoes and accessories from a product photo or flat lay
Ghost mannequin images from worn or hanging garment photos with the inside of the collar visible
Add a PNG logo onto a garment, rendered into the fabric with fold and light, at 1 credit Standard or 3 Pro
AI tech pack generator: auto-drafted size charts, grading and bill of materials with suppliers, quantities and prices
Editable tech pack canvas with add, move, hide or delete sections across pages, annotated flats and page-by-page PDF
Tech pack AI review that flags inconsistencies before factory handoff
AI fashion video: image to video, animated models, UGC clips, lookbook videos, 360 turns and fashion ads
AI music for fashion videos, composed as an original track for product pages, reels or UGC clips
HD upscale to 2K or 4K images and HD video with detail rebuilt rather than stretched
Visual DNA profiles trained on your reference images or a web page to hold one brand look
Integrations
Shopify
Instagram
Facebook
TikTok
Pinterest
X
YouTube
Threads
LinkedIn
Claude
ChatGPT
Klaviyo
Google Analytics
Google Search Console
Google Ads

What real users say: JoliGEN vs The New Black

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

JoliGEN

3 mentions across 1 sources · 45% positive — mixed (averaged across 1 source)

GitHub

What users praise

  • • Combines GANs and diffusion for versatile generation.
  • • Supports real-world image and video generation.
  • • Custom model training for domain-specific applications.
  • • Offers inpainting, outpainting, and style transfer.

What frustrates them

  • • Multi-GPU training fails with 3+ GPUs.
  • • Docker deployment is buggy and poorly documented.
  • • Small community makes finding help difficult.
  • • 37 open issues indicate ongoing reliability problems.

Researched Jul 5, 2026

The New Black

68 mentions across 5 sources · 18% positive — critical (averaged across 5 sources)

Hacker News, YouTube, Product Hunt, Stack Overflow, Lemmy

What users praise

  • • Purpose-built for fashion: tech packs, virtual try-on, model generation.
  • • Saves costs on photoshoots and technical drafting for small brands.
  • • Brand DNA ensures consistency across designs.
  • • Bulk generation speeds up catalog creation.

What frustrates them

  • • Very little verified community feedback outside Product Hunt.
  • • Not for non-fashion creative work; limited to apparel.
  • • Pricing may be opaque; credits and hidden costs not clear.
  • • Learning curve for tech packs and fashion-specific features.

Researched Aug 29, 2026

Who should pick which

  • Fashion startup founder
    Pick: The New Black

    The New Black's freemium pricing and fashion-specific features (text-to-design, tech pack exports, virtual try-on) directly accelerate concept-to-prototype, ideal for a startup with limited budget and need for speed.

  • Video content creator
    Pick: JoliGEN

    JoliGEN provides real-time video processing, style transfer, and high-resolution output, which are essential for video production. Its GAN and diffusion combination offers flexibility for creative video effects.

  • Enterprise R&D team
    Pick: JoliGEN

    JoliGEN's multi-GPU support, batch processing, and custom model training enable scalable content generation for research and development, with contact pricing allowing tailored enterprise agreements.

  • Apparel manufacturer
    Pick: The New Black

    Tech pack exports with measurements and realistic virtual try-on streamline design iterations and reduce prototype costs, making The New Black a practical choice for production-oriented teams.

  • Graphic designer
    Pick: JoliGEN

    For general graphic design work beyond fashion, JoliGEN's inpainting, outpainting, and style transfer offer broader creative control and integration with popular design tools.

Frequently Asked Questions

JoliGEN vs The New Black: which should you choose?

If your work is fashion-specific—designing apparel or accessories—The New Black's freemium model, tech pack exports, and virtual try-on make it a clear winner for speed and specialization. For broader image and video generation needs (marketing, graphic design, video content), JoliGEN's dual GAN/diffusion approach, real-time video, and multi-GPU support offer more flexibility, but you'll need to contact them for pricing. Choose based on your domain: fashion vs. general visual content.

Can JoliGEN generate video?

Yes, according to its features, JoliGEN supports diffusion-based video generation and real-time video processing.

Does The New Black offer a free tier?

Yes, The New Black has a freemium model, which includes a free tier with limited features.

Which tool is better for fashion design?

The New Black is purpose-built for fashion design, offering text-to-design, tech pack exports, and virtual try-on, making it superior for apparel and accessories.

Is JoliGEN suitable for beginners?

JoliGEN is best for users with some technical background; it's not recommended for complete beginners.

Can I get API access to The New Black?

Yes, API access is available on the Business tier according to its features.

Does JoliGEN integrate with design tools?

Yes, JoliGEN integrates with popular design tools, though the specific tools are not listed.

Which tool offers custom model training?

Both tools offer custom model training: JoliGEN for general image/video, and The New Black for brand-consistent fashion designs.

What is the pricing for JoliGEN?

JoliGEN requires contacting their sales team for pricing; no public tiers are available.

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Last reviewed: July 5, 2026