vM.

AI tools that cut development and support time

I build practical AI tooling for teams: search across your codebase or documents, internal assistants, and tracing that lets support find what happened to a request in seconds.

Tell me about your project

What you get

  • Semantic search across your code, docs or tickets
  • Internal assistants grounded in your own data
  • Request tracing tools for support and engineering
  • AI-assisted delivery workflows that shorten development cycles
  • Handover documentation so your team can extend the tools

Good fit if you need

  • Helping new engineers find answers in a large codebase
  • Giving support a way to trace a customer request without engineering help
  • Speeding up reviews and repetitive delivery work

Common questions

Does my data leave my environment?

That is a design decision we make together. The plan I send after discovery states where data is processed and which providers are involved.

Do you build only chatbots?

No. Search, tracing and workflow automation are often more useful than a chat window. I start from the problem your team has and pick the simplest tool that solves it.