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Retail AI
GenAI Retail Imagery Platform
Key Business Impact
Accelerated design workflows and improved UX for apparel design users.
Project Overview
GenAI features for apparel image generation, model rendering, and sketch generation for design workflows.
Case Study & Delivery
Delivered AI-powered imagery generation accelerating creative design and reducing production photography costs.
Consulting Assessment & Strategy
As an AI consultant, the primary focus for this project was to establish a production-grade infrastructure that balances LLM performance, response latency, and system cost. This was achieved by introducing specific design patterns:
- Agentic Orchestration: Decoupling tasks into dedicated specialized agents to reduce complexity and improve reasoning accuracy.
- Custom Model Routing: Routing simple tasks to lightweight tier-2 models (e.g. AWS Nova Flash / Sonic) and reserving heavy reasoning for flagship models.
- Security & Compliance Guardrails: Integrating strict input/output verification steps to prevent PII exposure and prompt injections.