AI-first mobile studio · est. 2001
Ship the product. Build the capability to keep shipping.
Build a new mobile product or evolve the one already in front of you. We deliver it alongside your product and engineering team. On embedded build engagements, we also hand over the specifications, review rules, tests, and release gates your team can keep using.
Teams arrive in one of three situations: an existing team needs an AI-first delivery system, an existing app needs safe agent access, or a new mobile product depends on AI for its core user value.
We help product and engineering teams shape, prototype, and deliver mobile apps, AI agents, Agent Gateways, and digital product systems across Germany, DACH, and Central Europe.
We work best alongside internal teams, from early product concept and architecture to implementation support and launch readiness.
A working product. A team that can keep moving it.
Bring us a mobile product idea and we help turn it into a working system. We work inside the delivery loop with your team across product strategy, UX, mobile engineering, AI-assisted development, and launch readiness. Your team keeps the codebase, the decisions, and the practices used to build it.
We are strongest when the product has a real system behind it: customer accounts, service workflows, AI agents, backend integrations, dashboards, or operational complexity. Based in Munich, we work with teams across Germany, DACH, and Central Europe.
Read more about us, see what we help deliver, or get in touch.
From rough idea to build path
We support the whole path, not just the build.
M-Squad works best alongside internal teams, helping them move from early product concept to prototype, architecture, build support, and launch readiness.
- Shape Clarify the user problem, product idea, and business context.
- Prototype Make the core journey visible and testable.
- Architect Define the build path, AI use cases, integrations, and system boundaries.
- Build Support Support implementation decisions alongside your internal team.
- Launch Readiness Prepare release, pilot, handover, QA, roadmap, and iteration.
Not every project starts with a full build. Many start with a clearer concept, a sharper prototype, or a build path the internal team can trust.
How we build
AI speeds up the work. Your team keeps control.
We use AI as a force multiplier for senior engineers, not as a replacement.
AI can draft code at startling speed. It cannot take responsibility for your architecture, security, or release. Senior engineers keep that responsibility. Flutter starts in pole position, but React Native or native wins when the product gives us a better reason.
What we do
What we help teams deliver
We help product and engineering teams shape, prototype, and deliver AI-first mobile apps, in-app agents, Agent Gateways, backend workflows, admin dashboards, and prototype-to-MVP product systems.
Mobile Apps
Move a consumer or internal mobile product from decision to tested, release-ready software.
Explore Mobile Apps →AI Agents
Help users and staff complete real tasks, with explicit permissions, useful fallbacks, and human handoff.
Explore AI Agents →Agent Gateway
Let approved assistants complete product tasks while your business keeps consent, rules, and auditability in control.
Explore Agent Gateway →Product Systems
Make the product work beyond the screen with the flows, APIs, dashboards, and operational tools behind it.
Explore Product Systems →Strategy & Prototyping
Test a new product or service idea, prototype the risky part, and make a build, change, or stop decision.
Explore Strategy & Prototyping →Production-Readiness Audit
Get a senior go/no-go verdict on an AI-built app, plus the evidence and remediation path behind it.
Explore Production-Readiness Audit →Weighing up a build path? Compare React Native, Flutter, native, and web in our mobile app technology guide.
How we work
Fast, but built like professionals
Our process
A spec-driven loop (Understand, Shape, Prototype, Build, Launch, Improve) accelerated by AI and gated by senior engineering, so every release ships at production quality.
See our process →AI-assisted engineering, not vibe coding
We use AI to move faster, but production software still needs architecture, testing, security, and senior engineering judgment.
Learn how we build with AI →Agent Gateway
Let customer AI, partner agents, voice assistants, and your own app take safe actions in your product, with consent, scoped permissions, and audit logs.
See the Agent Gateway →Best fit
Who we work best with
- Consumer services building or rebuilding a mobile product
- Teams adding AI agents to customer or operations workflows
- Companies with mobile apps, accounts, service data, and backend complexity
- Corporate product and innovation teams testing new product and service ideas
- Product teams and founders that need a working prototype, MVP, or build partner
- International mobile and AI companies entering Germany or DACH
Probably not a fit for one-off landing pages, logo design, or projects without product or engineering depth.
Connected to the AI builder community
GenAI Wednesday
M-Squad co-founded and co-organizes GenAI Wednesday (opens in a new tab), Munich's community for founders, builders and investors exploring generative AI in practice, 80–120 practitioners every month or two for real, battle-tested case studies and face-to-face networking. It keeps us close to where AI is actually being built and shipped.
“Great talk: engaging, informative, entertaining, professional. And great networking.”