AI integration for production systems
Language models into legacy codebases, without breaking them. Most AI work is greenfield. Avant Media does the harder problem: real users, real data, real regulatory constraints.
Concretely: MushRoom ships an OAuth-authenticated MCP server that lets Claude and other AI clients read and update real bookings, finances, and tax data through property-scoped tools — an LLM wired into a live, multi-tenant product, deployed every day. Not a demo.
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