ZYNG_OS // Use Cases

Every visual workflow.
Run on one OS.

ZYNG OS is the visual operating system for commerce — ingest raw photography and ship channel-ready assets at scale. From bulk editing, resize and retouch to mix-and-match, virtual try-on and ingestion QC, explore the workflows teams run every day.

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01Visual AI Engines03 workflows
01
UC 01 Mix & Match · Wardrobe

One shoot. Infinite outfit combinations.

Mix and match tops and bottoms on a single base model to generate complete looks — no reshoots, no re-styling. Build combinations tuned to different target groups and grow a handful of garments into a full lookbook.

How one look is assembled

01 · Base Model

Base Model

One model, locked pose and lighting.

Input
02 · Target Top

Target Top

Any catalogued top, dropped in.

Garment
03 · Target Bottom

Target Bottom

Any catalogued bottom, dropped in.

Garment
04 · Rendered Output

Rendered Output

Photoreal look, fit and drape intact.

Output

Why teams run it

No Reshoots

New looks from stock garments.

Multi-Target

Style per audience segment.

Catalog Expansion

Few garments, many SKUs.

Fit PreservedFabric DrapeStudio LightingMenswear & Womenswear

Output at a glance

8+
Looks per model
0
Extra shoots
Hours→Min
Catalog build

Built for every category

ApparelActivewearOccasion WearStreetwear
02
UC 02 Virtual Try-On

A single selfie. Every garment, worn instantly.

Lock one base selfie and map any target garment onto it. Custom-trained diffusion models align folds, shadows and posture to the user — preserving identity and lighting — for photoreal try-on in under two seconds.

Selfie → garment → photoreal output

Selfie Input

Selfie Input

One base selfie, identity locked.

Input
Target Garment

Target Garment

Any product, mapped to the user.

Garment
VTON Output

Photoreal Output

Folds, shadows and posture aligned.

Output
<2s
Latency per look
0.3×
Inference cost
128/128
Keypoints matched

More looks on one identity

Layered Outerwear

Layered Outerwear

Heavy leather drape, fold geometry solved.

Look
Smart Casual Oxford

Smart Casual Oxford

Crisp shirting on the same identity.

Look
Tailored Structure

Tailored Structure

Structured tailoring, posture preserved.

Look

How it holds up

Identity locked — one selfie drives every look.
Fabric drape and fold geometry computed per garment.
Base lighting and texture preserved on output.

Where it ships

PDP Try-OnCampaign PreviewsPersonalizationReturns Reduction
03
UC 03 Vision QC at Ingestion

Stop bad assets before they ship.

Every image is checked against your rules the moment it lands — automated IP and logo detection, blur and sharpness analysis, hallucinated-text flagging and crop validation — so only clean, compliant assets reach the commerce stack.

Automated verdicts at ingestion

IMG_4471Human detected · Mens shirt · full bodyPASS
IMG_4472Mens bottoms · crop valid · blur passPASS
IMG_4475No human detected in frameREJECT
IMG_4475Blur fail · crop incorrect · sharpness 0.24REJECT
IMG_4476Unauthorized IP · logo detected · conf 97.4%FLAGGED

What it catches

IP & LogoBlur & SharpnessHallucinated TextWrong CropMissing SubjectCustom Rules
Subject Detection

Subject Detection

Confirms a human and the right shot type.

Detect
Compliance Scan

Compliance Scan

IP, logo and hallucinated-text checks.

Scan
Ingestion Log

Ingestion Log

Every verdict, audited and traceable.

Audit
Reference Match

Reference Match

Validates against your catalogue rules.

Match
4,800
Assets / min screened
97.4%
Flag confidence
02Ecommerce & Scale02 workflows
04
UC 04 Batch & Bulk Editing

Edit thousands of SKUs in one scalable run.

The core of ZYNG OS: a user-friendly batch engine that turns raw product photography into professional, on-brand visuals across an entire catalog — speed, consistency and AI quality without opening a single file by hand.

See it across the catalog

ZYNG OS bulk batch editing canvas

Bulk Batch Editing

The main editing canvas — apply any function across a whole catalog.

Batch
Batch editing running across many SKUs

Batch In Action

Thousands of SKUs flowing through a single queue.

Live
Best batch editor

Best-in-Class Editor

Purpose-built for high-volume catalogs.

Editor
Image upscale result

Image Upscale

Push low-res shots to crisp, zoom-ready resolution.

Upscale
Image sharpening

Image Sharpen

Recover crisp detail across the set.

Enhance

Face & Model Swap

Re-cast talent for diversity and brand fit.

Swap

ZYNG OS vs. traditional editing

Capability
ZYNG OS
Manual tools
Speed & efficiency
1000s / run
One file at a time
Consistency
Pixel-uniform
Drifts by editor
AI enhancements
Built in
Manual plug-ins
SEO-ready output
Auto name & size
Manual

The 4-step pipeline

1

Upload

One shot or bulk catalog.

2

Select

Pick functions.

3

Process

AI runs every image.

4

Download

Channel-ready.

Optimized for every marketplace

AmazonShopifyEtsyFlipkartZalando

Built for every category

Fashion & ApparelBeauty & SkincareHome & LifestyleElectronics
05
UC 05 Resize & Reformat

Shoot once. Reformat for every channel.

One master shot becomes platform-perfect dimensions for every marketplace, social feed and campaign. ZYNG OS is body- and margin-aware — it reframes the subject and extends backgrounds with generative fill, so aspect ratios and quality hold across channels with no re-shoots, no letterboxing and nothing cropped out.

Resize & generative-fill workflows

Generative Fill

Rebuild backgrounds instead of cropping the product.

Gen-Fill
Magic resize across formats

Magic Resize

One source, every aspect ratio — generated, not stretched.

Resize

Intelligent Editing

The engine adapts each image to the target format.

AI

One source image → every channel format

MASTER SHOT
1:1Marketplace
4:5Feed
9:16Stories
16:9Banner
3:4Catalog
2:3Pinterest

Simple 4-step workflow

1

Upload

One shot or bulk catalog.

2

Dimensions

Pick target sizes.

3

Process

Batch resize & fill.

4

Download

Use everywhere.

Built for every channel

Social Ready

Stories, feed & reels.

E-com Optimized

Marketplace specs.

Bulk Processing

Thousands per run.

Why teams run it

Quality preserved — no stretching, no letterboxing.
Subject stays intact while backgrounds extend.
One pipeline feeds every marketplace and social size.
Quality PreservedTime EfficientPlatform ConsistentSEO Benefits
03Fashion03 workflows
06
UC 06 Fashion · Flagship

The complete AI image stack for fashion ecommerce.

Background removal, model swaps, smart cropping and swatch extraction in one platform, plus ten advanced production workflows — the visual engine trusted by 1000+ fashion brands to ship faster, cut costs and boost sales.

The fashion suite in pictures

AI model swap

Model Swap

Re-cast models for diversity and brand consistency.

Fashion
Smart product showcase

Smart Product Showcase

Editorial-grade product presentation.

Showcase
AI colour shift across colorways

AI Colour Shift

Shoot one colorway — render the full seasonal palette from SKU data.

Colour
Watermark and logo placement

Watermark & Logo

Protect and brand imagery at scale.

Branding

Seven features tailored for fashion

1

Background Removal & AI Backgrounds

Clean cut-outs or generated scenes in one pass.

2

Model Swaps for Diversity

Re-cast talent while holding brand consistency.

3

Smart Cropping for Perfect Fit

AI framing tuned to garment and pose.

4

Fabric Swatch Extraction

Detail-rich swatches for richer listings.

5

Adaptive Resizing & Subject Stretch

Every format from one master image.

6

Bulk Editing & Batch Processing

Whole campaigns in a single run.

7

AI Watermark & Logo Placement

Protect and brand at scale.

Ten advanced workflows

01Model consistency across a collection
02High-impact product swatch display
03Automated background adaptation
04Smart cropping for catalogs
05Balanced product combos & bundles
06High-end editorial portrait effects
07Watermark & branding for social
08Precision beauty & accessory crops
09AI upscaling for large-format print
10Intelligent object removal

Outcomes fashion teams report

Saves Time
Hours → minutes
Consistent
Branding
Cuts Costs
Less outsourcing
Optimized
Per platform
Boosts
Sales & trust

Who it's for

Fashion E-Commerce BrandsMarketplaces & RetailersCreative AgenciesPhotographers & Studios
07
UC 07 AI Swatch Extraction

The unseen detail that closes the sale.

Shoppers can't feel fabric online — so swatches do the talking. ZYNG auto-extracts detailed, true-to-material swatches that build confidence and cut return rates.

Swatch examples

Swatch Examples

Detailed, true-to-fabric swatches on the listing.

Swatch
Swatch detail

Swatch Detail

Weave and texture rendered true to life.

Detail
Multiple swatches

Multiple Swatches

Extract a full colorway set in one run.

Batch
Swatch extraction process

Extraction Process

From garment shot to clean swatch, automatically.

Process

Core features

Smart Fabric Detection

Finds and isolates the textile region.

Texture Enhancement

Brings out weave and material depth.

Automated Extraction

No manual cropping or masking.

Intelligent Lighting

True-to-life color and tone.

The future of fabric imaging

Enhanced TransparencyUnmatched ConsistencyStreamlined EfficiencyScalable Batch ProcessingConsistent Sizing
08
UC 08 Fashion Crop Workflows

Four precision crops, one consistent catalog.

Fashion listings live or die on framing. ZYNG's cropping workflows produce precise, repeatable crop variants from each shot — so every product is presented the same professional way at scale.

Top focus crop

Top Focus

Frames the upper body for apparel.

Crop
Nose crop

Nose Crop

Editorial close framing on the face line.

Crop
Fashion cropping workflow

Cropping Workflow

Repeatable crop rules across the catalog.

Workflow

Why professional imagery is critical

Build Trust

Clean, credible product pages.

Highlight Details

Frame the garment, not the noise.

Drive Conversions

Better framing, higher add-to-cart.

Elevates editing at scale

AI-powered automation for repetitive crop tasks.
Bulk processing with unmatched, repeatable accuracy.
Consistent crop rules applied identically across SKUs.
04Specialized Editing03 workflows
09
UC 09 Body-Aware Cropping

Crops that understand the human form.

ZYNG detects subject geometry — pose, proportions, head-room — and frames every shot precisely and identically, so a whole catalog looks like it was styled by one art director.

Body-aware framing in action

Body-Aware Crop

Consistent framing across the entire set.

Crop
On-Spec Main Image

On-Spec Main Image

The framed hero result, perfectly on-spec.

Result

Why it matters

Showcasing product details — frame the garment, not clutter.
Brand consistency — identical framing across every SKU.
Time & cost savings — no manual crop-by-crop work.
Better experience — clean, scannable listings.

SEO knock-on effects

Improved EngagementLower Bounce RatesEnhanced Accessibility
10
UC 10 GenAI Erase

Remove anything. Keep everything that matters.

Point at the distraction — studio rigs, stray props, clutter — and GenAI Erase removes it and rebuilds the space behind it. Then run it across a whole batch for clean, professional visuals at scale.

GenAI Erase preview

GenAI Erase

Element removed, background reconstructed.

Erase
Removing studio equipment

Removing Studio Equipment

Strip rigs and stands from the frame.

Erase
Refining food photography

Refining Food Photography

Clean clutter for appetizing shots.

Erase
Simplifying interiors

Simplifying Interiors

Remove distractions from room scenes.

Erase
GenAI erase workflow

Erase Workflow

How erase supports bulk pipelines.

Workflow

Built for bulk workflows

Mark the unwanted element once, apply the rule across a batch.
Context-aware reconstruction — no smudges or ghost edges.
Professional-quality cleanup without manual cloning.
11
UC 11 Professional ID Photos

Compliant ID photos, AI precision.

Turn an ordinary photo into a professional, regulation-ready ID picture — corporate badges, student cards and licenses, correctly framed and background-perfect, in seconds.

The 4-step ID workflow

1

Crop & Focus

Center and size the face to spec.

2

Face Retouch

Clean, natural, presentable.

3

Remove Background

Swap to a compliant flat backdrop.

4

Final Enhancement

Polish lighting and export.

Professional AI ID photo

Passport / ID Photo

Spec-compliant, background-perfect output.

ID
ID photo face retouch

Clean Retouch

Natural, presentable finish.

Retouch
Instant
Compliant output
100
Free credits to start

Ingest raw photography. Output channel-ready assets.

Every workflow above runs on one Visual Operating System for commerce — at enterprise scale. Bring your catalog.