AI & Automation

AI systems designed to perform real work.

We design and build production AI applications and automations that connect models to data, tools, software, and accountable human workflows.

What we build

  • AI application and LLM integration
  • Agentic workflows and tool execution
  • Retrieval-augmented generation systems
  • AI assistants integrated with operations
  • Private and local AI where appropriate
  • Evaluation, observability, and reliability layers
  • AI backend architecture
  • Business-process automation

Typical problems

“Our prototype works in a demo but is unreliable in production.”

“We need AI to operate safely across our existing tools and data.”

“A recurring knowledge workflow is still entirely manual.”

“We need measurable evaluation rather than subjective prompt testing.”

Informed by active R&D

Our work on Flammai gives us a practical environment for testing agent architecture, controlled tool use, evaluation, and automation patterns before applying them to client systems.

Have a system to build or improve?

Bring us the goal, constraints, and current reality. We’ll help define the right technical path.

Discuss a project