MODULE_01RUNS STANDALONE
Image Standardization
Resize, recolor, crop, and remove backgrounds — one raw photo becomes every channel-ready format automatically.
Open engine →Five engines. One OS.
Any order.
Every ZYNG OS engine runs standalone — and composes with the others in whatever sequence your catalog needs. No fixed pipeline. No forced migration. Adopt one module or boot the whole system.
Independently callable. Individually useful.
Each engine is a production system with its own job, its own page, and its own entry point. Nothing here requires anything else.
MODULE_02RUNS STANDALONE
Vision QC
An automated rules engine that inspects every asset at ingestion and stops non-compliant images before they ship.
Open engine →MODULE_03RUNS STANDALONE
Mix & Match
Infinite outfit combinations composited from one base model plus interchangeable garments.
Open engine →MODULE_04RUNS STANDALONE
Virtual Try-On
Custom diffusion models map any garment onto a single selfie in under 2 seconds.
Open engine →MODULE_05RUNS STANDALONE
AI Studio
The full visual AI tool suite in a self-serve sandbox — your aspect ratios, margins, and resolutions.
Open engine →
02 — COMPOSE
RECIPE
RECIPE
RECIPE
Chain engines like processes.
When one engine's output is another's input, they pipe together — in any order. Three patterns we see most:
$ standardize | qc
marketplace ingestion
Vendor uploads arrive in every shape imaginable. Standardization reformats them; Vision QC gates what goes live. Two engines, zero manual review.
$ mix-match | vton
fashion PDP uplift
One base shoot becomes a full lookbook: Mix & Match builds the combinations, Virtual Try-On puts them on real bodies.
$ standardize
catalog refresh
Re-platforming or entering a new channel? Reformat an entire back catalog to new specs without reshooting a single SKU. One engine is enough.
The same engines, mixed for your team.
Three stacks we see in production. Every engine linked here also runs on its own.
FOR FASHION & APPAREL BRANDS
Fashion & Apparel Brands
One shoot. Every look.
Model day-rates, studio time, and reshoots for every colorway make lookbooks the most expensive line in the content budget. ZYNG OS turns a single base shoot into the full matrix.
- Shoot one base model, generate every top/bottom combination with Mix & Match
- Show garments on real bodies instantly with Virtual Try-On
- Fine-tune one-offs and campaign assets in AI Studio
FOR MARKETPLACES & MULTI-VENDOR PLATFORMS
Marketplaces & Multi-Vendor Platforms
Compliant listings at ingestion.
Thousands of vendors, thousands of photo styles, one set of listing standards. Manual moderation doesn't scale — automated standardization and QC do.
- Auto-reformat every vendor upload to your specs with Image Standardization
- Gate non-compliant assets before they go live with Vision QC
- Keep PDPs visually consistent across the entire catalog
FOR STUDIOS & CREATIVE TEAMS
Studios & Creative Teams
Bulk edits without the burnout.
Retouching thousands of SKUs by hand means deadline crunch and inconsistent output. Put the repetitive 80% on the OS and keep your artists on the work that needs them.
- Run background removal, cropping, resizing and recoloring in bulk
- Standardize output specs across every client and channel
- Use the full tool suite interactively in AI Studio for edge cases
04 — ROI
What does manual editing really cost?
Estimate the hours and budget your team spends producing channel-ready images by hand — and what automating the repetitive share would return. Your numbers, your assumptions.
INPUTS
ESTIMATED OUTPUT
Images / month—
Manual hours / month—
Manual cost / month—
Hours returned / month—
Budget returned / year—
Estimates based on your inputs only — not a ZYNG OS quote. Repetitive formatting, background, crop and QC tasks are typically the automatable share.
Modularity, answered.
Can I use one ZYNG OS engine without the others?
Yes. Every engine — Image Standardization, Vision QC, Mix & Match, Virtual Try-On, and AI Studio — is independently callable. You can adopt a single engine for one workflow and never touch the rest.
Do the engines have to run in a fixed order?
No. There is no fixed pipeline. Engines compose in any order that fits your workflow — standardize then QC, style then try on, or run any engine on its own.
What is the difference between the engines and AI Studio?
The engines are production systems built for one job at scale. AI Studio is the self-serve sandbox where the full tool suite is available interactively — useful for experimenting, one-off runs, and building custom workflows.
Which engines should a marketplace start with?
Marketplaces typically start with Image Standardization to normalize vendor uploads, then add Vision QC to gate compliance automatically. Both run standalone, so you can adopt them one at a time.
Can a team without engineers use ZYNG OS?
Yes. AI Studio is a self-serve sandbox where the full tool suite runs interactively — no integration required. Engineering teams can integrate engines directly when they're ready to automate at scale.
Do I have to change my existing photo workflow?
No. Engines slot into the workflow you already have: they take your existing photography as input and return assets in your specs. Adopt a single engine for one step, or compose several.
How is the ROI estimate calculated?
Manual cost = images per month × minutes per image × your hourly cost. The automated share applies your chosen automation rate to that workload. All inputs are yours — it is an estimate, not a ZYNG OS quote.
Boot one engine. Or all five.
See how teams run them individually and together — or open the sandbox and try the tools yourself.
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