We design and build production AI systems – from multi-tenant agent platforms to LLM-powered automation pipelines. Real-world experience shipping AI products in commercial real estate, compliance, and data intelligence.
Your AI-built prototype demoed beautifully. Then real users showed up. We take vibe-coded apps – the Cursor weekend project, the Lovable MVP, the agent that “mostly works” – and turn them into software you can run a business on. We audit the code, close the security holes, add tests, logging and monitoring, rein in the LLM bill, and put it on infrastructure that scales. No rewrite-from-scratch sermon, no judgment – we’ve seen worse, and we fixed that too.
Your customers and staff are starting to ask AI assistants to get things done – instead of opening your app. MCP (Model Context Protocol) lets Claude, ChatGPT, Copilot and friends talk to your systems. We build MCP servers on top of your existing API – with proper authentication, per-user permissions, audit logs and rate limits – so the AI gets exactly the access you intend. We run MCP servers in production for commercial real estate data platforms.
No API? Not a problem. We’ve designed and built more APIs than we care to count – REST, GraphQL, and the occasional SOAP we don’t talk about. We’ll design yours, build it, document it, and put an MCP server on top.
Three decades of hands-on engineering distilled into pragmatic advice. Cloud architecture on AWS, platform scalability, and technical leadership – currently helping US-based teams build and scale data-intensive SaaS products. We also run hands-on training – from developer tooling and AI workflows to 3D design with SketchUp – tailored to your team and taught by someone who actually uses the tools.
Professional sound equipment rental and live event production. From intimate club shows to outdoor festivals – we bring the thunder.
A stage teleprompter for musicians: tough as a stompbox, smart as your phone. See the prompter →