Sydney-based platform bundles preset tools under “Quick Create” and opens its fashion image tools to AI agents including Claude Code and Codex

TCF POST Report

SYDNEY, Nov. 5, 2026: Koozee, the AI apparel visual platform run by STARII TECHNOLOGY PTY LTD, has released a major update aimed at a persistent problem for fashion e-commerce teams: producing consistent product imagery at collection scale rather than one image at a time.

The update has three parts. Freeform Canvas is a node-based workspace for building reusable, multi-step content workflows. Koozee MCP connects the platform’s tools to external AI agents. Quick Create consolidates the platform’s preset workflows. The company says all three are available now.

Canvas: build a look once, apply it across a collection

Freeform Canvas lets users link garment photos, model photos and visual references, or start from a text idea, and generate text, images or video. Each output can feed the next node, so a look can be refined or extended step by step.

Starter templates include Outfit Swap and Recolor Garment. Once a look is approved, it can be turned into flat lays, three-view outfit images, nine-frame storyboards, scene variations or video for product pages, ads and social channels.

The commercial hook is reuse. Teams can save a workflow, swap in new assets and run it across an entire collection. Koozee says Canvas supports Gemini, Claude, GPT, Nano Banana, Seedance and Kling for text, image and video tasks, so users can choose the engine per step.

MCP: fashion tools inside existing agent workflows

Koozee MCP exposes the platform’s fashion visual tools to agent environments including Codex, Claude Code, WorkBuddy and Antigravity. Users can request batch image generation from the AI workspace they already use. Setup runs through a copyable prompt that connects the agent via OAuth and Streamable HTTP and configures it to use Koozee for image generation.

Quick Create: the no-prompt route

For sellers who don’t want to build workflows, Quick Create covers six outcomes: model try-on, flat lay, ghost mannequin shot, pose or scene change, enhancement pass, and short product video. The user uploads a garment photo and receives a finished visual without writing a prompt.

“Freeform Canvas helps apparel teams connect each step of visual production and reuse workflows across a collection,” said Adrian Bennett, product lead at Koozee. “MCP lets them bring Koozee’s fashion tools into supported AI agent workflows.”

What it means for the industry

The release reflects a broader move in fashion tech from single-shot AI image generation toward workflow tooling that standardises output across SKUs, a need that grows with catalogue size and the number of channels each product must be shot for. Offering a choice of underlying models, and plugging into agent environments, also positions Koozee as an orchestration layer rather than a single-model tool.