AI Workspace Hub

A self-hosted AI workspace that lets teams collaborate on AI-powered projects without vendor lock-in. Users can manage multiple AI models, run agents, and store project data privately. Target: developers, researchers, and teams wanting control over their AI infrastructure.

The push toward AI infrastructure ownership is real — post-ChatGPT enterprise anxiety about data privacy and vendor dependency has made self-hosted tooling genuinely appealing, and projects like Ollama and LocalAI have validated that developers will do the setup work if the payoff is control. The closest substitutes are LangChain's ecosystem and Flowise, both of which already offer agent orchestration with some self-hosting support, so differentiation has to come from the collaboration layer, not just the self-hosting angle alone. The $2k–10k MRR band is plausible only if pricing targets teams rather than individuals — solo developers will expect this free or near-free, and the economics break without a clear seat-based or usage-based model aimed at small engineering orgs. The biggest risk is that the target users are capable enough to stitch together their own stack from open-source components, which means the product has to clear a high bar of polish and time-savings to justify any payment at all.