Transvestivator AI

Inspiration

Transvestivator AI was born out of a desire to create a non-invasive, mathematical, and transparent computational tool. By measuring hard physical skeletal boundaries—such as the Biacromial-to-Bicristal Index (the ratio of shoulder-to-hip bone width) and the Bizygomatic-to-Bigonial Index (facial bone dimensions)—we can provide a balanced, evidence-based portal to analyze biological structures. This offers athletic committees, medical institutions, and compliance personnel precise proportions that cannot be masked by cosmetic therapies alone.

What it does

Transvestivator AI is an interactive forensic terminal that processes subject details alongside high-resolution photos across two separate diagnostic streams: MODULE A: Craniofacial Spectrometry MODULE B: Skeletal Frame Matrix Once submitted, our multimodal analytical pipeline evaluates biological indicators, scores male/female indices against standard biological databases, assesses fraud or disguise index parameters, and issues regulatory compliance reports tailored to the target industry (e.g., sports parity restrictions, insurance life projections, or corporate eligibility).

How we built it

The technological stack leverages rapid processing paradigms to feed our AI reasoning loop:

Frontend Layer: Handcrafted completely using React, Vite, TypeScript, and styling through Tailwind CSS utilities. Express Diagnostic Server: Hosts a dedicated Node server that handles CORS, uploads, and proxies requests to prevent endpoint exposure. Interactive SVGs: Custom mathematical mapping layout overlay showing dynamic bi-directional lines, angles, and real-time draggable coordinate selectors. AI Brain Selection: Integrates the latest Gemini model APIs to map pixel ratios, detect discrepancies, and return structured JSON reports.