企业级 Vibe Coding 工具排行榜

Anything with real users, real data, or real money attached: client portals, internal tools, SaaS MVPs, apps you'd hand to a customer. The bar isn't company size, it's stakes. If the app breaking would cost you a client or a workday, it's a business build.

Business rankings weigh logins, permissions, data handling, and what maintenance looks like after launch. A tool can be a blast for a weekend prototype and still rank low here because nobody wants to debug auth in front of a client.

Yes. Every list is ordered by what we shipped with each tool, what it cost in credits or subscription fees, and where it broke. When a claim comes from community reports instead of our own build, we say so in the ranking.