Platform Features
Everything listed here connects to live backend infrastructure. No mocks, no placeholders — production-grade API pipelines running real data.

Live API + Authentication
JWT-secured endpoints for design, CAD, trends, billing, and administration. Role-based access controls for admin and client portals.

Parametric Design Specs
Structured geometry inputs with validation for ring, pendant, earring, and bracelet flows. Every parameter is traceable and repeatable.

CAD Job Orchestration
Queue, monitor, and retry CAD generation with real-time status updates, telemetry metrics, and downloadable STL assets.

Trend Intelligence Pipeline
Scrape, normalize, score, and rank marketplace trend signals with automated periodic rescoring and confidence tracking.

Supply Chain Costing
Material and labor cost calculations with configurable metal pricing source hooks and bill of materials analysis.

Admin Operations Console
Operator pages for user management, job monitoring, trend inspection, billing metrics, and system configuration — all backed by real endpoints.