Case studies

Real AI work

From legal documents to a live website: what we have built with AI, and how we pick the right model for each job.What we have built with AI, and how we pick the right model for each job.

Irwin Mitchell

UK law firm · AI document processing

AI that processes legal documents accurately enough to take on demanding work. With people approving each result, hours of work come down to minutes.

Our founder's own project

Miausairovi Cattery

AI review loop on a live website

We built and maintain the site. The client comments on a preview, an AI agent makes the fix, a person approves it, and it goes live.

miausairovi.com (opens in a new tab)

Our multi-model AI orchestrator

Our in-house platform

Runs work across Claude, OpenAI's models, Grok, Kimi and local open models, choosing the right model for each step and checking the results. It's how we know, in practice, what each model is good at, so clients get the right model for the job, not just the popular one.

Founder experience

Before MSS, our founder spent years engineering software for Sage.

Sage is a UK software company whose accounting, payroll and HR software is used by businesses around the world.

Start with one AI use case that pays off.

Tell us about the process or product you have in mind. We will help you find where AI adds value, prove it quickly and run it safely in production.