Deterministic first. LLM only where confidence is low. Built to reduce cost and latency, not maximize model usage.

A platform for bulk shipping labels, upload a spreadsheet, and get back ready-to-print labels at a fair, auto-calculated price. Built as three independently deployed apps (Next.js, Express/MongoDB, and a dedicated admin panel), with real Stripe payment processing and human-verified fulfillment behind the scenes.