← ALL WORK
AI INTEGRATIONNOV 2023 – SEP 2025
Venity
AI classification and structured-data generation inside a live product.
OpenAI · React Native · Node.js · Structured JSON
Context
Venity is a GetZing.ai product. I integrated its AI capability: hairstyle classification and structured-data generation.
My role
AI integration on an existing product, alongside the team that owned it.
Architecture
Interactive — hover any service to inspect it.
HOVER A SERVICE
Nodes are the real services in this system; the moving blocks follow the direction data actually flows.
- Mobile client
- Node.js service
- OpenAI
Decisions
Classification output had to be parseable, not prose
Model responses were constrained to structured JSON so the screens consuming them could rely on a shape instead of parsing free text at runtime.
Shipping
- OpenAI-powered hairstyle classification and structured-data generation shipped into the product.