Gen AI & Machine Learning

In limited cases and when justified, we design or adapt AI systems to support production stability.

This may include:

  • Constrained internal AI assistants

  • Controlled RAG-based knowledge systems

  • Targeted model adaptation to reduce failure rates


We do not lead with custom models or experimentation. They are applied selectively and only when they materially improve system reliability and control.