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HN-DB AI Engine

Client: HN Group

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HN-DB AI Engine screenshot

The business problem

Each product was calling AI providers directly, duplicating prompts, leaking keys into clients and making cost impossible to track across 20+ domains.

The AI-powered solution

HN Group built a single gateway with server-side key custody, per-tenant quotas, streaming responses and automatic model fallback — designed, deployed and connected to its custom domain in under 36 hours.

Impact & results

Inference cost cut by 41%, p95 latency down to 780ms, and every new product ships AI features in hours instead of days.

Key features

  • Multi-model routing with automatic fallback
  • Streaming SSE responses
  • Per-tenant token quotas and budgets
  • Prompt template registry with versioning
  • Realtime usage analytics dashboard
  • Server-side key custody, zero client exposure

Technology stack

  • React
  • TanStack Start
  • Supabase
  • Edge Functions
  • Tailwind
  • AI Gateway

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