mucki
Data and AI engineering from Berlin
From data foundation to answer. We connect your systems, organise the data and put an AI layer on top that belongs to you and works with any model.
Start hereData & AI Check for €2,900, in about two weeksNumbers sit in accounting and specialist software, knowledge in contracts, inboxes and people's heads. Every question without a ready-made report can easily cost half a day.
And every new tool adds another silo.
From A to Z
Many AI projects start with the chat window and fail on the data underneath. We start at the bottom.
We connect your systems, including legacy software, spreadsheets and PDF documents. Nothing gets replaced, everything gets connected.
All sources flow in automatically.
We clean the data and bring it together in one warehouse, with a data model that reflects how your business works.
One source of truth instead of ten lists.
A layer that knows your numbers and documents. Every answer comes with its source, every query respects your roles and permissions.
Belongs to you and runs in your environment.
On top, the model your team wants to work with. Connected via MCP, the open standard through which AI models access data and tools.
Swappable whenever you like.
Chat, reports, alerts and workflows that run on their own. Your dashboards stay and get better data.
Every new application becomes easy.
Model-agnostic
Through MCP, any AI model connects to the same brain. They all see the same data, the same permissions, the same sources.
If a better model comes out tomorrow, you plug it in. No new project.
Pick a model
Your brain
Question: What is the vacancy rate across the portfolio?
6.4% of floor space as of 30 Sept. Three properties are above 9%.
Getting started
We look at your systems and data and tell you honestly what a brain can do for you, what it takes and what it costs. Then you decide, with no further commitment.
Our own brain
mucki is the brain we built for ourselves: for location data, with census, cadastre, building and market data. A real query from it:
Existing rents and asking rents are almost three times apart. Gaps like this only show up once the data sits in one place.
Location profile
Sources: German Census 2022 (1 km grid), OpenStreetMap, rental listings. Query from the mucki warehouse.
The key figures land in your inbox first thing Monday morning.
Before every meeting, the essentials on the property, the partner and open items.
Address in, location, population and rents out. From real data.
The right clause in seconds instead of digging through folders. With the exact reference.
Services
Where does AI pay off for you, and where not? We assess ideas, vendors and tools, and support your team as it adopts them.
Your own tools and applications, built around how you work. From internal tools to products for your customers.
Just a data foundation, an integration or MCP access to your systems. We also build individual parts.
No software subscription, the code and data are yours.
Which questions go unanswered today? Afterwards you know whether and how we can help.
We review your data, systems and prerequisites. The result: a concrete plan and a binding quote.
Step by step, more sources, users and applications. You can stop after any stage.
No. That is exactly our job: we pick the data up where it lives today, including legacy systems, Excel files and PDF documents, and prepare it.
You decide. Via MCP, the brain connects to Claude, ChatGPT, Gemini or a self-hosted model, even several at once. You can switch at any time.
You decide where your solution runs: in the EU cloud, on a data platform in Germany or entirely within your own network. With the model providers' business accounts, your content is not used for training.
After the Data & AI Check you usually have a solid plan within two weeks. The first productive answers from your data typically follow four to six weeks later.
Everything runs in your environment and belongs to you, including documentation. If you like, we take care of operations and further development.
Free and with no preparation needed. Afterwards you know what your data can do and what the first step costs.
We are data and AI engineers and data analysts with many years of experience in the real estate industry, based in Berlin.
