groq-cascade

A resilient multi-model fallback chain for the Groq API. When one model fails, it tries the next. Users always get a response.

Built from production infrastructure at zambo.dev, powering 17 AI products since 2026.

The problem

AI apps that call a single model break in production:

• Rate limits hit at peak hours
• Models go offline during maintenance
• Context windows exceeded on edge cases
• Empty responses returned silently

Most engineers handle this with a try/catch that shows users an error. This is worse.

The solution

A cascade that tries 6 models in order. If model 1 fails for any reason, it falls to model 2. Down the chain until something works. If everything fails, you can define a hardcoded fallback so users still get something.

llama-3.3-70b-versatile  ← try first (best quality)
  ↓ fails
llama-3.1-8b-instant     ← fast, high availability
  ↓ fails
llama-4-scout-17b        ← Meta's latest
  ↓ fails
gemma2-9b-it             ← Google, different infra
  ↓ fails
qwen-qwq-32b             ← Alibaba, different limits
  ↓ fails
mixtral-8x7b-32768       ← Mistral, long context
  ↓ fails
"your hardcoded fallback" ← always works

Install

npm install groq-cascade
# or
pnpm add groq-cascade

Usage

Basic

import { groqCascade } from "groq-cascade";

const result = await groqCascade({
  apiKey: process.env.GROQ_API_KEY,
  system: "You are a helpful assistant.",
  user: "Summarize this document in 3 bullet points.",
  fallback: "I'm having trouble right now. Please try again in a moment.",
});

console.log(result.text);   // the response
console.log(result.model);  // which model answered
console.log(result.attempts); // how many models were tried

JSON responses

import { groqCascadeJson } from "groq-cascade";

const { data, model } = await groqCascadeJson<{ score: number; reason: string }>({
  apiKey: process.env.GROQ_API_KEY,
  system: "Return only valid JSON.",
  user: "Score this idea from 0-100 and explain why: autonomous drone delivery",
});

console.log(data.score, data.reason);

Custom model list

import { groqCascade } from "groq-cascade";

const result = await groqCascade({
  apiKey: process.env.GROQ_API_KEY,
  user: "Quick question: what's 2+2?",
  models: ["llama-3.1-8b-instant", "gemma2-9b-it"], // just use fast models
  maxTokens: 64,
  temperature: 0,
  fallback: "4",
});

Log failures (monitoring)

const result = await groqCascade({
  apiKey: process.env.GROQ_API_KEY,
  user: "...",
  onModelFailure: (model, error) => {
    console.warn(`[cascade] ${model} failed:`, error);
    // send to Datadog, Sentry, etc.
  },
});

API

groqCascade(options) → Promise<CascadeResult>

groqCascadeJson<T>(options) → Promise<{ data: T, model: string, attempts: number }>

Same options. Automatically strips markdown code fences and parses JSON. Throws if no valid JSON found.

License

MIT

Built by Brennan Zambo · @zambodotdev