AI integration & MCP

Connect your tools to AI, with guardrails.

Custom MCP servers and integrations that let AI assistants such as Claude work with your own data and tools: read-only where it should be, with approvals where it matters, and logged. Built for your team’s use, never as a chatbot facing your customers.

What this covers

Make your own systems usable by AI, safely.

MCP (Model Context Protocol) is an open standard for connecting AI assistants to tools and data. It’s how an assistant can look things up or take an action in your systems, under rules you set.

Custom MCP servers

A server that exposes your database, internal API or business tool to AI assistants through a narrow, documented set of actions.

  • Tools shaped to your workflow
  • Typed inputs and clear errors
  • Local or hosted, your choice

AI-assisted team workflows

Internal workflows where AI drafts, summarizes or sorts and a person approves.

  • Drafting and summarizing
  • Data cleanup and classification
  • Human sign-off before anything ships

Guardrails & review

Permissions, approval steps and logging so you know what the AI can do and what it did.

  • Least-privilege access
  • Approval gates on changes
  • Audit trail you can read

Where it fits

You already use an AI assistant and want it to work with your systems, or you want to give a team a safer way to use AI on their own data.

  • Ask questions of your own data
  • Trigger approved actions in your tools
  • Keep a record of what was done

Where it doesn’t

Where AI stays out.

No AI chatbots that talk to your customers or members on your behalf.

No AI acting on money, accounts or anything irreversible without a person approving it.

Want AI to work with your tools?

Tell me what you use and what you’d like an assistant to do. I’ll say whether it’s a good fit and send a written quote.