01Agentic Ops 02AgentOps 03Pilot Rescue 04AI Assurance 05Modernization 06The Sprint 07Contact
hey@machlilies.com
About Mach Lilies

Senior AI experts,
founder-led.

Mach Lilies is an independent, founder-led consultancy and a small, senior team of AI experts. We design, deploy, govern and operate production-ready AI agents for real business workflows — and the principals who scope your work are the ones who build and run it. Mach speed. Lily craft.

The studio

A small studio with an outsized standard — and the talent is the product.

We take few clients, on purpose, so each one gets the whole of our attention. In the era of AI coding agents, the advantage is no longer typing code faster — it is redesigning operations around AI agents and operating them safely in production. That is the work we do, and we sell governed AI operations, not billable engineering hours.

The team

The people who build and run it.

Senior and founder-led. The people who scope your agentic workflows are the people who build, govern and operate them.

Kai Krause, Chief Executive Officer of Mach Lilies

Kai Krause

Chief Executive Officer

Kai sets the agentic operations strategy and leads client engagements end to end. He works directly with operations, technology and risk leaders to find the workflows where a governed agent creates real value, and stays close to delivery from the first call through to production.

Zach Kosi, Chief Technology Officer of Mach Lilies

Zach Kosi

Chief Technology Officer

Zach owns architecture, security and delivery quality across every agent workflow we ship. He designs the bounded, least-privilege systems and the AgentOps controls — permissions, evaluation, audit trails and incident response — that make agents safe to run in production.

Mo Satoh, Business Development of Mach Lilies

Mo Satoh

Business Development

Mo is your first point of contact, scoping the Agentic Operations Sprint and the right first workflow. He makes sure every engagement starts with a clear problem, the systems involved, and an honest view of where AI will and will not pay off.

Why Mach Lilies

How we work.

The principles behind every engagement — the senior-led difference, in practice.

i

Senior, end to end

The principals who scope your work are the people who build, govern and operate it. No account managers, no hand-off to juniors.

ii

Governed by default

Bounded agents, least-privilege access, human approval and a full audit trail. Control is part of delivery, not an afterthought.

iii

Measurable ROI

Every engagement is tied to a real number — time saved, error reduction and throughput — measured after launch, not just promised.

iv

Model-agnostic

Claude, GPT, Gemini or open-source — chosen on cost, privacy and fit, never vendor loyalty.

v

Security-first

We work to ISO 27001-aligned security practices, with privacy and data isolation designed in from the start.

vi

Yours to own

Clean, documented systems with runbooks and knowledge transfer. We engineer our own exit — no lock-in.

Questions

About us.

Who are Mach Lilies?

Mach Lilies is an independent, founder-led agentic operations and AI engineering consultancy. We are a small, senior team that designs, deploys, governs and operates safe AI agent workflows for real business processes — with human oversight, audit trails and measurable ROI.

Are you AI experts or generalists?

We are senior AI and engineering specialists. Agentic operations is our focus, supported by a full bench across AI, cloud, data, product and strategy. The people who scope your work are the ones who build and run it — there is no hand-off to juniors.

Where are you based?

We are a global, remote-first studio working across time zones. Engagements are run remotely, with senior delivery wherever you are.

How do you work with clients?

Most engagements begin with a fixed-scope Agentic Operations Sprint, followed by milestone-based production rollout and optional managed AgentOps support. We reply to every serious enquiry within one business day.

Explore

Where to go next.

Let's begin

Work with the senior team.

Tell us the workflow you want to take off your team's plate, or the AI problem you're stuck on. We reply to every serious enquiry within one business day.

Reply within one business day Human oversight by design Senior team, always