How Stripe Uses Vercel

When building with agents, most guides will give you the happy path - how to do something the best way, without friction. This post is all friction, and how to get through it when things go wrong.

Building a GitHub traffic dashboard with Stripe Projects revealed a surprising shift from “AI coding” into real infrastructure orchestration. In under an hour, Auth0, Supabase, Vercel, Prisma, deployments, environments, and scheduled jobs materialized around an idea with remarkable speed. The experience highlighted both the power and the emerging challenge of AI-assisted infrastructure: operational visibility, ownership clarity, environment management, and understanding rapidly orchestrated systems.

This post is a follow-up to last week’s “From init to deploy: building with agents and Stripe Projects” and explores the learnings gained along the way.

Stripe Projects makes it easy to spin up a useful, complex application that uses various SaaS providers. This post describes how one of our developer advocates built an internal transcript editing application using Stripe Projects, Vercel, and OpenRouter.

Provision hosting, databases, auth, analytics, AI and other dev tools from the Stripe CLI. Stripe Projects creates real resources in your own provider accounts, securely syncs agent-ready credentials, supports upgrades to paid tiers, and handles payments without leaving the terminal.

The article discusses how to integrate payments into workflows utilizing Large Language Models (LLMs) and function calling, specifically through the Stripe agent toolkit.