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◈ Aether Realm · 2025

Oryn - AI SaaS Platform

AI SaaS platform for multi-modal content generation

Active users at launch
500+
AI requests / day
1,000+
API p95 latency
~180 ms
Oryn - AI SaaS Platform — product screenshot

The Problem

Content teams needed a single workspace that could move fluidly between text, image, and code without context-switching across four different tools — and bill usage cleanly enough to charge for it.

Stack

  • React 18
  • Node.js
  • OpenAI GPT-4
  • DALL·E 3
  • MongoDB Atlas
  • Stripe
  • JWT
  • Vercel

What I Shipped

  • Streaming GPT-4 responses with graceful retry/abort UX so slow generations don't block the editor.
  • DALL·E 3 prompt studio with saved prompts, reroll, and resolution controls.
  • Stripe subscription billing with metered overage on AI tokens.
  • JWT auth with session refresh and a per-workspace role model.

Lessons Learned

Streaming responses are table stakes in 2025; without them, users perceive any >800 ms generation as 'broken' even when the final output is identical. Metered billing gets dangerous fast — cache aggressively and bill off the server tally, never the client event.