Systems Loop

AI Automation

AI agents, MCP servers and AI workflows built into your tools, plus coaching and workshops so your team can run them.

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MCP

Your own tools and data, connected to AI assistants

The approach

How it runs in the loop, and who it's for.

Most AI projects stall between a good demo and daily use. We build the part in between: the connection to your tools, the checks, and the handover to the people who will use it.

What we build

  • AI agents that take on a defined task, such as sorting requests, drafting replies or researching leads, with a person approving where it matters.
  • MCP servers that give AI assistants like Claude safe access to your own systems, from a CMS to an internal database.
  • AI workflows that run on their own when something happens, and report what they did.

Coaching and workshops

Your team learns how the agents and workflows work, how to change a prompt or a step, and when not to use AI at all. Coaching runs one to one or in small groups, workshops with the whole team.

Who it’s for

Teams that keep doing the same tasks by hand and want AI to take some of them over, without losing control of the result.

What you get

Every month, in one subscription.

  • AI agents for research, support and back office tasks

  • MCP servers that connect your tools and data to AI assistants

  • AI workflows that run on a schedule or on an event

  • Coaching and workshops for the people who use them

Tools we use

Claude, OpenAI, Model Context Protocol, n8n, Cloudflare Workers