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Lesson 10.33 of 5 in this module2 min read Module 10: Deploying AI Apps

Vercel for Next.js AI apps

When you graduate from Streamlit to a real frontend, Vercel is where Next.js apps go.

If Streamlit is a bicycle, Next.js + Vercel is a car. More setup, far more power, the bar for production work.

Vercel hosts Next.js apps as serverless functions + static assets, deploys on git push, manages secrets, and offers analytics.

For AI calls, you can use:

  • Next.js Route Handlers / API routes for backend calls
  • Vercel AI SDK for streaming chat UIs
  • Edge runtime for low-latency streaming

A minimal Next.js chat endpoint:

// app/api/chat/route.ts
import { openai } from "@ai-sdk/openai";
import { streamText } from "ai";

export async function POST(req: Request) {
  const { messages } = await req.json();
  const result = streamText({ model: openai("gpt-4o-mini"), messages });
  return result.toDataStreamResponse();
}

Deploy with vercel deploy. Set OPENAI_API_KEY in the Vercel dashboard.

Visualize it

A typical Next.js + Vercel deploy flow diagram: git push -> Vercel build -> serverless deploy -> public URL.

Try it now

Clone a Vercel AI Chatbot starter (vercel.com/templates). Deploy. Customize the system prompt.

Hands-on lab

Deploy a Next.js AI chat app. Add a system prompt. Push to GitHub. Share the URL.

Try it now

When does serverless become a poor fit for your AI app?

Common mistakes

  • Heavy long-running jobs in serverless (timeout issues)
  • Forgetting edge runtime for streaming (Node default works too)
  • Storing large vector DBs in /tmp (use external services)

Debugging tip

If functions time out, move long jobs to Railway or a queue. Vercel functions are designed for short tasks.

Challenge

Add a "models" dropdown and route to different providers via a single API route.

Where this shows up

  • Production-facing AI features
  • Public marketing demos
  • SaaS apps

From the field

Vercel + Next.js is now the de facto stack for shipped, polished AI products built by small teams.

Recap

Vercel + Next.js is the bar for production. Learn it once and your AI portfolio looks senior.


Quick recall

3 prompts · think before you flip

Prompt 1 of 3

What is the Vercel AI SDK?

Quiz time

1 question · tap an answer to check it

  1. 1. The most natural deploy target for a Next.js AI chatbot is

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