Start a Project
Start your AI-first product project.
We help product and engineering teams shape, prototype, and deliver mobile apps, AI agents, Agent Gateways, and digital product systems.
We work best alongside your internal team.
Tell us which situation looks like yours, where the product is now, and what needs to change. We will reply with a practical next step.
Is M-Squad a fit?
A strong fit if you are building
- A new mobile app or a serious modernization
- An AI-first product experience for customers, teams, or operations
- A prototype or MVP that needs to become a real product
- A digital system behind a consumer service
- An AI agent for users, support, or internal workflows
- An Agent Gateway for customer AI, partners, or voice assistants
- A product initiative that needs clear ownership
- A technical roadmap that needs a hands-on builder
Probably not a fit
- Visual-only work such as logos or one-off graphics
- Assignments without a clear product outcome to own
- Projects without a product or engineering component
How to start
Where to start
Which starting point sounds like yours?
Choose the situation, not the technology. We will work out the smallest serious next step with you.
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An existing team needs an AI-first delivery system.
Introduce the method while delivering a named product change with that team.
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An existing app needs safe agent access.
Audit, repair, extend, or build the controlled action layer and Agent Gateway around existing APIs, identity, workflows, and product constraints.
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A new mobile product depends on AI for its core user value.
Shape and build it as a serious mobile system, not an AI demo.
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Production-readiness audit
Get a senior go or no-go verdict, the evidence behind it, and a prioritized remediation path.
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Not sure yet
Show us what you have. We will help identify the smallest useful starting point.
Pick the situation that feels closest. The form below uses the same options. If nothing fits, choose “Not sure yet.”
Why teams work with us
- Product judgement and engineering execution in one team
- AI-first delivery without losing sight of real user & business value
- Senior support for discovery, architecture, prototypes, and implementation
- Based in Munich, working with teams across Germany, DACH, and Central Europe
Ways to work together
- An existing team needs an AI-first delivery system. On embedded builds, we change how the team specifies, builds, verifies, and reviews while delivering a named product change.
- An existing app needs safe agent access. Audit, repair, extend, or build its controlled action layer and Agent Gateway.
- A new mobile product depends on AI for its core user value. Shape and build it as a serious mobile system, not an AI demo.