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Daniel Dong
Daniel Dong

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I added AI to my app in 30 minutes. Here's the actual timeline.

I added AI to my app in 30 minutes. Here's the actual timeline.

Not "weeks of integration." Not "reading 4 API docs." Thirty minutes.

0–2 min: Try before committing

No signup. Opened the playground, picked Kimi K3, typed my actual
use case — "review this error message and suggest a fix." It worked.
Response in ~1 second. That's when I decided to integrate.

2–5 min: One-click signup

GitHub → authorize → dashboard. Five seconds. No email. No password.
No verification code.

5–7 min: Everything handed to me

After login, an onboarding page showed my API key, a copyable curl
command, and Python SDK code. Copied the Python. Done.

7–30 min: The actual code

from openai import OpenAI
client = OpenAI(api_key="mb-xxx", base_url="https://aibridge-api.com/v1")

def classify(text):
    return client.chat.completions.create(
        model="deepseek-chat",          # $0.27/M for the easy stuff
        messages=[{"role":"user","content":f"Classify: {text}"}],
    ).choices[0].message.content

def review(code):
    return client.chat.completions.create(
        model="kimi-k3",                # 1M context for the hard stuff
        messages=[{"role":"user","content":f"Review this for bugs:\n{code}"}],
    ).choices[0].message.content
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Two functions. Same client. Cheap model for classification, reasoning
model for review. Switching is one string change.

What I didn't have to build

  • Streaming — worked out of the box (stream=True)
  • Function calling — worked with tools=[...]
  • JSON mode — response_format={"type":"json_object"}
  • Caching — one header, X-Cache-TTL: 3600
  • Billing for 4 providers — one key, one bill

    What I used it for, in order

  • Classification — deepseek-chat, $0.27/M

  • Code review — kimi-k3, 1M context, always reasoning

  • Translation — qwen-max, multilingual

  • Complex reasoning — glm-4-plus
    Four jobs. One endpoint. Zero new SDKs.

Free tier is 500K tokens/month. No credit card. The playground needs
no signup, so you can do my "0–2 minutes" step right now.

aibridge-api.com/playground.html
aibridge-api.com/prompts.html (24 prompts to steal)

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