AI-first mobile · since 2001
Mobile products, built AI-first.
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.
From product idea to working system
Bring us a mobile product idea and we help turn it into a working system. One team handles product strategy, UX, mobile engineering, AI-assisted development, and launch, so you move from idea to prototype to production without the handoffs.
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 idea to buildable product direction
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, 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-first, with senior engineering judgment
We use AI as a force multiplier for senior engineers, not as a replacement.
That means faster delivery, a production-grade quality bar where it matters, and extra languages at a fraction of the usual cost. For many mobile products, Flutter is our default starting point. But the decision always depends on the product, team, and platform needs.
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
Native and cross-platform apps for consumer services, internal teams, and product-led businesses.
Explore Mobile Apps →AI Agents
Task-focused agents that support users, automate workflows, and connect product experiences to real business logic.
Explore AI Agents →Agent Gateway
A safe action layer for customer AI, partner agents, voice assistants, and your own app.
Explore Agent Gateway →Product Systems
Backend flows, APIs, dashboards, data pipelines, and operational tools that make products work beyond the screen.
Explore Product Systems →Strategy & Prototyping
Rapid validation, product direction, UX concepts, technical architecture, and build-ready prototypes.
Explore Strategy & Prototyping →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 customers use their own AI with your product, safely, with consent, scoped permissions and an audit trail.
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
- Product teams 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, 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.