AI agents, automations, AI training and apps.

MKM Labs usually delivers a first working prototype within 1-5 business days. A full MVP of a web app, SaaS platform or AI agent typically takes 2-6 weeks, depending on integrations, data quality, security requirements and product complexity. For smaller builds, such as one process agent, a chatbot with a knowledge base or one automated process, the first result arrives after a few business days. After that we work in 1-2 week iterations of testing with users and fixes. The prototype is working software, not slides or mockups, so you can see whether the direction is right before funding the full system. See how we work.

MKM Labs does not build only AI agents. The team from Szczecinek, Poland, also builds web and mobile apps, SaaS platforms, online shops (PLN 15,000-40,000 for a shop with payments, couriers and an integration), custom CRM/ERP systems, ERP/CRM integrations, process automations and custom software, and runs AI audits, AI training and project takeovers. The portfolio also covers company websites, for example a corporate website for a service company with 30 years of experience, an HVAC company website and the B2 Platform site with an AI analytics dashboard. AI is added where it improves the speed, quality or economics of a process.

Yes, MKM Labs can start with an MVP only, meaning the smallest working scope of your product. It is often the best way to validate demand, show investors a working product or test an internal automation before committing to a larger build. A first scope your team can already use costs PLN 25,000-60,000 net, and a full MVP typically takes 2-6 weeks. After launch we grow the product iteratively, adding modules, integrations and permissions only once the first version works on real data, so the budget goes into features users actually need.

An AI project with MKM Labs starts with a free requirements call and follows five stages. First we define the business process, available data, success criteria and risk boundaries (1-2 hours). Within a few days we propose a path with scope, risks and budget. Then we build a first version (MVP), test it on real examples with users in 1-2 week iterations and move to production with monitoring only after the workflow is proven. After launch we hand over access, document the key parts and stay on for maintenance or new features. Implementing one process starts from PLN 5,000. Details: how we work.

Yes, MKM Labs is based in Szczecinek, Poland (ul. Sójcza 14), and works remotely with clients across Poland and Europe. Communication happens through email, Slack, Teams or Google Meet, with regular demos and direct technical contact: you talk to the people who design and build your product, without layers of management. AI training for companies runs on site or online: packages start at PLN 3,999 net per day of online training (minimum 6 hours), and a 1-day workshop starts at PLN 5,999 net. Prices are per closed group of up to 10 people, not per person.

Yes, MKM Labs gives you access to the code and deployment when this is part of the project scope. We work transparently: staging access, documentation, deployment notes and a clear support model are agreed before launch, and at handover we pass on access and document the key parts of the system. It also works the other way round: if a previous vendor built your system, we can take the project over. A code audit and takeover (repository, server, build, backups, risks) is PLN 5,000-12,000, and stabilization and further development is PLN 20,000-60,000.

Yes, MKM Labs helps choose the technology stack based on the product goal, expected load, team skills and maintenance needs, not on trends. We use React, Astro, Next.js, Node.js, Python, PostgreSQL, Supabase and Docker, and on the AI side models from OpenAI, Claude and Gemini or local models. Day to day we work with Claude Code and multi-agent systems. If you are not sure where to start, an AI audit (PLN 5,000-15,000) gives you a process map, a data and risk review, priorities, a cost estimate and a plan for the first prototype. The company was founded by Michał Rodziewicz (CEO & Lead Developer) and Mateusz Pilecki (Co-founder & AI Developer).

Yes, MKM Labs builds AI that works with company data safely, but only with controlled access, logging, limits on the data the model sees, retention rules, anonymization where needed and clear limits on what the model may do without human approval. Depending on requirements we use OpenAI, Claude, Gemini or local models. We operate under an ISO 9001:2015 certified quality management system (certificate no. 17489, QS Zürich AG) covering software design, production and implementation plus training and advisory; details are on our certificate page.

Yes, MKM Labs provides maintenance after launch: hosting, monitoring, backups, updates, bug fixes, feature development and technical support after the production release, with production monitoring running 24/7. We do not leave clients with code and no support process: at handover we pass on access, document the key parts and stay on for further development. If someone else built the system, we start with a code audit and takeover (PLN 5,000-12,000) and then stabilize what can stop production: dependencies, backups, deployment and monitoring.

MKM Labs differs from a classic software house by working AI-native: faster prototyping, stronger process automation and products designed around agents, integrations and data from day one. We use Claude Code and multi-agent systems every day, which is why a first working prototype is usually ready in 1-5 business days. You work directly with the people who design and build your product. MKM Labs Sp. z o.o. from Szczecinek, Poland, was founded by Michał Rodziewicz and Mateusz Pilecki, works under ISO 9001:2015 (no. 17489) and publishes its prices on each service page. The goal is working software, not only documentation.

To start a project with MKM Labs, send the goal, current process, tools, deadline and rough budget through the contact page or book a free call. The first requirements call (1-2 hours) and the path proposal cost nothing. We respond with technical questions, a recommended scope or a first implementation plan, and within a few days you get a proposal with scope, risks and budget. Smaller projects, such as one AI agent, a chatbot or one automated process, cost PLN 5,000-15,000; if your processes are not mapped yet, you can start with a paid AI audit.