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Agent layer · engagement

Automation for the processes that eat your team's week.

Delivered with the audit trails and observability most automation quietly skips.

The problem you have

Your team loses hours to manual, multi-step processes, onboarding, approvals, cross-tool sync, and generic automations do not give you a record you can trust.

What we deliver

  • ›n8n-first automation for speed, or a custom FastAPI backend when you need audit trails and human-in-the-loop review.
  • ›LangGraph orchestration for anything that needs LLM steps with structure.
  • ›Logging and tracing built in, so every run is inspectable.

How we work

We lean on the audit-and-observability angle, which most automation work lacks, and build the workflow so you can see and trust every step.

Proof

The orchestration skills are evidenced in our product work: LangGraph, Pydantic-structured outputs, and LangSmith tracing used in OmniAssist.

What you get

The weekly time-sinks automated, with a trail you can audit and controls you can trust.