| Core positioning | AI-native monolithic web app deploy and hosting | General deploy platform for apps and infrastructure services |
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| Primary entry | One-line URL, CLI, MCP, upload, and public repos | GitHub repos, Docker images, templates, CLI, and Dashboard |
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| AI Agent workflow | Pairing auth, machine manuals, and structured fix feedback are core | Can be used by AI, but not the default product flow |
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| Service topology | One web service per project; Compose multi-service not supported yet | One Project can contain multiple Services |
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| Databases | No managed database; connect external databases | PostgreSQL, MySQL, Redis, MongoDB templates and services |
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| Persistence | Project volume conventions and immutable version directories | Volumes and service-level persistence |
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| Networking | Public subdomain + HTTPS; isolated user container networks | More complete public, private, and inter-service networking |
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| Resources & billing | Public beta default quotas; paid plans not open yet | Mature commercial billing by resource usage and plans |
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