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I Built a Unified AI API With 6 Models — What I Learned From 6 Months of Running It

Why I Built This

6 months ago, I was managing 5 separate AI API accounts. OpenAI for chat, Anthropic for code, DeepSeek for cost-sensitive tasks, Google for vision. Each with its own SDK, its own billing, its own dashboard.

It was a mess.

So I built Dubhe AI — a single API gateway that routes requests to the best model for each task, all under one account, one API key, one bill.

What's Under the Hood

  • Fast (DeepSeek V4 Flash) — general-purpose, great for chat
  • Vision (MiMo V2.5) — image understanding
  • Code (GLM 4.7) — programming tasks
  • Agent (MiniMax M2.7) — complex agent workflows
  • Plus (Qwen 3.6) — balanced performance
  • Reasoning (DeepSeek V4 Pro) — complex reasoning

All OpenAI-compatible. Switching from your current provider takes about 5 minutes.

Pricing That Actually Makes Sense

Plan Price Tokens/Month
Starter 9 dollars 3M
Pro 29 dollars 12M
Business 49 dollars 20M
Pro Plus 99 dollars 40M

All plans include access to all 6 models. No hidden fees, no per-model surcharges.

What I Learned

1. Price matters more than brand. Most indie devs I talked to choose providers based on cost first, performance second. Being 5-10x cheaper than OpenAI/Anthropic is a real advantage.

2. One API key is a surprisingly big deal. Developers hate managing multiple credentials. The "just works" factor is real.

3. Global payments are hard. PayPal rejected our application 3 times. We eventually went with Paddle as our merchant of record — they handle VAT, sales tax, and payment methods in 100+ countries.

Try It Out

If you're an indie dev or solo builder tired of juggling multiple AI providers: dubhehub.com

Would love your feedback — what's your biggest pain point with AI APIs today?

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