Azimuth PRO
Guardian AI: Stop Flying Blind with Your AI Agents

Guardian AI: Stop Flying Blind with Your AI Agents

At Azimuth PRO, we engineer systems that demand precision. Whether it's optimizing energy grids with Grid Sync, profiling complex data with Mosaic AI, or deploying our autonomous AI Agents – reliability is non-negotiable.

But as we scaled our LLM-based infrastructure, we hit a wall that every AI engineer eventually faces:

Production is not Localhost.

When you ship an Agent to real users, the chaos begins. Users input edge cases you never tested. Models hallucinate. And when you check your logs to debug? You just see HTTP 200 OK.

Standard monitoring tools (APMs) struggle with streaming data. You don't know exactly what the user sent, or exactly what the model generated token-by-token. You are flying blind.

That's why we built Guardian AI. It is the observability layer your stack is missing.

No More "Black Boxes"

Building high-performance tools like Mosaic AI required us to see inside the "brain" of the application without sacrificing speed.

Latency is the Enemy: You can't put a slow proxy in front of a real-time chat. Users hate lag.

Context is King: "The bot gave a bad answer" isn't a bug report. You need the exact session transcript to see where the system prompt failed.

Visibility: You need to know exactly where your tokens are going.

Enter Guardian AI ⚡

This is a lightweight SDK that solves the visibility problem in about one minute. Literally.

Guardian acts as a passive "tap" on your data stream. It mirrors the traffic, compresses it (with auto-detection for Gzip, Brotli, and Deflate), and shoots it to our dashboard in the background, completely asynchronously.

Why it's a game-changer:

  • Zero Latency: Your app stays fast. We handle the logging in the background while the user reads the first token.
  • Production-Grade: Enterprise security with bearer token auth, rate limiting (120 req/min), and 24h idempotency window. Powered by Upstash Redis.
  • Universal: Next.js App Router? Express? Vercel AI SDK? If it streams, we can track it.
  • Top-Tier DX: Designed by devs, for devs. Plug it in and get back to coding.

How to Ship It

Stop debugging with console.log. Tap the stream and get back to building features.

import { tap } from '@azimuthpro/guardian-ai';

export async function POST(req) {
  // 1. Your Agent does the work (e.g., calls OpenAI)
  const upstream = await fetch('https://api.openai.com/...');

  // 2. Tap it with Guardian. Magic happens here. ✨
  // Logs upload in background, stream flows to user.
  const { client } = tap(upstream, {
    headers: { 'X-Session-Id': 'user_123' },
  });

  // 3. Ship the response.
  return new Response(client);
}

Conclusion

At Azimuth PRO, Guardian AI is foundational infrastructure. We wouldn't deploy Grid Sync without weather data, and we don't deploy AI Agents without stream monitoring.

Stop guessing why your model is breaking. Get the logs, fix the prompt, and ship the update.

Get Started:

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