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Zava Clothing Concept Analyzer

Intelligent Fashion Concept Evaluation System

A comprehensive AI-powered system for Zava clothing company to evaluate new fashion concept submissions through automated analysis and human-in-the-loop approval workflows.

Overview

The Zava Clothing Concept Analyzer is a production-ready demonstration of the Microsoft Agent Framework, showcasing how AI agents can collaborate to analyze complex business scenarios.

  • Market Analysis: Fashion trend alignment and consumer demand assessment
  • Design Evaluation: Aesthetic appeal, brand fit, and creative merit analysis
  • Production Assessment: Manufacturing feasibility and cost considerations
  • Human Approval: Zava team decision-making with comprehensive reporting

Workflow Process

  1. Concept Upload: Upload PowerPoint pitch deck containing clothing concept
  2. Content Parsing: Extract text and design elements from slides
  3. Research Preparation: Analyze content for fashion-relevant information
  4. Concurrent Analysis: Run market, design, and production agents in parallel
  5. Report Compilation: Synthesize agent outputs into comprehensive analysis
  6. Human Approval: Present findings to Zava team for final decision
  7. Result Processing: Generate detailed reports or rejection emails

Quick Start

Prerequisites

  • Python 3.10 or higher
  • UV package manager (recommended) or pip
  • Azure AI Project with deployed model
  • Azure CLI for authentication

Installation

  1. Configure environment

    cp .env.example .env
    # Edit .env with your Azure AI Project details
  2. Authenticate with Azure

    az login
  3. Install dependencies

    uv sync
  4. Run the application

    uv run python main.py

Sample Data

Use sample_data/bad_winter_pitch.pptx to test the system.

Contributing

This demo is designed as a learning tool and reference implementation. For the main Agent Framework:

License + Disclaimers

  • This demo follows the Microsoft Agent Framework license terms. See the main repository for detailed license information.
  • This is not intended to be used in production and is for demo purposes only.

Built with Microsoft Agent Framework in San Francisco 🌉

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