AI Fashion Agent · Conversational orchestration

Describe the catalog. Run production.

Mouza is an AI fashion production agent inside your Uwear studio. Describe the catalog workflow you need in plain language and Mouza handles clothing selection, model assignment, styling, QA steps, and batch generation from one conversation.

One platform, four ways in

The same production infrastructure, reached your way.

Studio, API, Agent Mode, and the MCP share one model library, one clothing workspace, and one generation history. Pick the access path that fits the work, and move between them as the job changes.

Comparison

Agent Mode vs. the alternatives

Three ways to create AI fashion visuals, considered side by side.

Recommended

Agent Mode

Mouza

How you work
Describe the production run in plain language
Fashion knowledge
Understands editorial vs. catalog framing, fabric behavior, pose conventions
Scale
Hundreds of visuals per conversation, batched and organized
Styling
Pairs pieces into styled outfits from your collection automatically
Multi-step workflows
Chains generation, QA, editing, upscaling, and video automatically
Brand memory
Remembers your models, styles, past production runs, and catalog structure

Interface Mode

Studio

How you work
Click through menus, sliders, and config panels
Fashion knowledge
Fashion-trained generation engine
Scale
Batch generation via CSV upload
Styling
Manual outfit assembly per generation
Multi-step workflows
Each step is a separate screen
Brand memory
Shared model library and generation history

Generic AI

ChatGPT, Midjourney

How you work
Write image prompts one at a time
Fashion knowledge
Generic image generation with no fashion specialization
Scale
2-4 images per prompt
Styling
No access to your products
Multi-step workflows
Manual, one step at a time
Brand memory
Starts from scratch every session

Catalog scale

One conversation.
Hundreds of visuals.

Drop 30 clothing items into the chat and describe the production run. A structured brief is built automatically: which items go on which models, how many shots per piece, and what each set looks like. Review, adjust, and generate. The full batch runs in the background, organized by item.

Try batch generation

Editorial styling

Styles outfits,
not just images.

Drop a full collection and ask for a lookbook. Pieces are analyzed and styled into outfits that work together: the linen blazer with wide-leg trousers, the silk top with the midi skirt, complementary colors grouped into cohesive editorial sets. The result feels curated.

Build a lookbook

Single request

One ask.
Every angle.

Ask for the production template on any garment. A fullbody hero shot, three angle edits (front, side, back), and a 360-degree video are produced in sequence. What takes five separate steps in the studio becomes one sentence, with each step chained automatically.

Try the template

Workspace memory

Connected to everything
in your workspace.

Not a standalone chatbot. Connected to uploaded clothing, model library, generation history, and brand preferences. Mention a model and the right options surface. Reference a past production run and the settings return. Every conversation picks up where the last one ended.

Read the full story
Mouza AI agent interface showing a generation in progress with chat on the left and visual results on the right

The Workflow

How Agent Mode Works

Three steps from raw garment files to a finished, organized catalog production run.

  1. 01

    Upload Your Clothing

    Drop flat-lays, mannequin shots, or ghost mannequin images into your Uwear workspace. Mouza can see everything you upload.

  2. 02

    Describe the Production Run

    Tell Mouza what you need: editorial lookbook, warm lighting, tall model, earthy tones. She translates plain language into generation parameters.

  3. 03

    Review and Generate

    Mouza presents a structured brief. Adjust anything you want, then generate. The full batch runs in the background, organized and ready to download.

In Practice

What Brands Use Agent Mode For

One conversation can replace an entire production workflow. Here is how fashion brands are using Mouza.

  • Full Catalog Runs

    Drop 30 items, describe the vibe, and generate your entire seasonal catalog in one conversation. No CSV uploads, no manual batching, no configuration screens.

  • Styled Lookbooks

    Ask Mouza to build a lookbook from your collection. She pairs pieces into outfits that work together, choosing complementary colors and editorial groupings automatically.

  • Product Detail Sets

    Request the production template on any garment and get a hero shot, angle edits, and 360 video. Five output types from one sentence, chained automatically.

  • Brand Consistency at Scale

    Mouza remembers your preferred models, lighting style, and brand aesthetic across sessions. Every product page looks like it came from the same cohesive production run.

  • Marketplace Expansion

    Launching on a new channel? Describe the requirements and Mouza generates platform-ready images across every marketplace simultaneously, with consistent quality.

  • Pre-Production Visualization

    See how designs will look on models before manufacturing. Test colorways, validate demand, and pitch to buyers with AI-generated catalog visuals from sketches or samples.

Agent Mode FAQ

An AI fashion production agent is software that handles catalog visual workflows through conversation. Instead of clicking through menus to configure models, poses, lighting, QA steps, and backgrounds, you describe what you need in plain language. The agent selects clothing from your uploads, assigns models, builds a production set, and generates all the visuals in a single batch. Mouza is Uwear's AI agent, purpose-built for fashion catalog production.

ChatGPT generates individual images from text prompts with no connection to your products. Mouza is connected to your Uwear workspace: your uploaded clothing, model library, and generation history. It understands fashion-specific concepts like editorial vs. catalog framing, garment pairing for lookbooks, and multi-step workflows such as fullbody shots, angle edits, QA, and 360 video. It also generates at catalog scale, producing hundreds of organized visuals per conversation instead of 2-4 images per prompt.

Yes. Drop up to 30 clothing items into a single conversation and describe the production run you want. Mouza builds a structured brief covering model assignment, shots per item, and production set configuration. Review the brief, adjust anything, and hit generate. The full batch runs in the background, organized by item, ready to download when complete.

Mouza can produce fullbody hero shots, angle edits (front, side, back), 360-degree product videos, styled lookbook sets, and background-swapped variants. You can request multiple output types in a single message. For example, asking for "the production template" on a garment produces a hero shot, three angle edits, and a 360 video automatically.

Agent Mode and the studio interface are complementary, not competing. Both share the same model library, clothing uploads, and generation history. Use Agent Mode for bulk catalog work, styled lookbooks, and any production run you can describe in words. Switch to the studio for fine-tuning individual images or when you want granular control over every parameter.

Yes. Mouza is connected to your full Uwear workspace. It remembers your preferred models, past production runs, uploaded clothing, and catalog structure. Each new conversation picks up where the last one left off, so you don't re-explain your brand every time.

Agent Mode uses the same credit system as the rest of the Uwear platform. Credits cost $0.10 each and never expire. There are no subscriptions or separate fees for Agent Mode. Add credits when you are ready and scale up as your catalog grows. See full pricing details on the pricing page.

If You Can Describe the Catalog, You Can Run Production

Upload your clothing, tell Mouza what you need, and watch your catalog come together. No menus, no presets, no learning curve.

Existing customer? Log in to Studio

White cropped jacket and washed-blue trousers against the Noir Chrome wall
Black velvet-floral midi dress in profile under the Noir Chrome rim light
Brown strapless mini dress beside a chrome chair on the glossy black floor