Services

We develop software with our clients, and we specialise in machine learning for time series.

Writing code is becoming cheap and fast. What stays scarce is knowing which problem is worth solving, checking that a solution really works, and having the data that makes it reliable. That is where we put most of our effort.

Our speciality is machine-learning models for time series: forecasting and anomaly detection on measurement data, especially in energy and buildings. We also build web and mobile applications and custom software. We work closely with your team, and every project starts with a conversation and a small first step.

What we do

01 Machine learning for time series Our speciality: forecasting and anomaly detection on your measurement data.

We develop machine-learning models for time series, such as consumption forecasts or the detection of abnormal behaviour, together with the data pipelines that feed them.

For

Organisations with sensor, meter or operational data, especially in energy and buildings, who want to anticipate what comes next or spot problems earlier.

What it can include
  • Forecasting models, from classical statistical methods to modern machine learning.
  • Anomaly detection on sensor and meter data.
  • The pipeline around the model, from raw measurements to results you can use.
  • Documentation of how the model works and where its limits are.
From our research

Estimating the energy performance of buildings; detecting anomalies in district heating networks; benchmarking forecasting models, including time-series foundation models, with onTime, our open-source library.

How we work on it

We start from the data you already have and check what it can support before building anything complex. Every model is compared with simple baselines and tested on data it has not seen.

Experience

Our machine-learning work is led by a PhD in computer science focused on data science for the energy sector, with peer-reviewed publications.

Tell us what you would like to forecast or detect, and what data you have. We will tell you honestly what seems feasible.

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02 Web and mobile applications From a first prototype to an app in production.

We design and build web applications and cross-platform mobile apps for iOS and Android, and we can keep developing them after launch.

For

Organisations that need a new application, want to replace a tool that has outgrown its spreadsheet, or need an existing app taken further.

What it can include
  • Web applications, from simple sites to long-lived business tools.
  • Mobile apps for iOS and Android from a single codebase, published on the app stores.
  • The backend and APIs behind them.
  • Maintenance and further development after launch.
How we work on it

We start small, with a prototype or a first usable version, then work in short iterations with your feedback. We choose proven, well-documented technologies that your team or another supplier can maintain.

Experience

We have shipped web and mobile applications to production for years, including apps on the App Store and Google Play.

Tell us about the application you have in mind, even if it is only a rough idea. We will tell you how we would approach it.

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03 Custom software development Software built around how your organisation actually works.

We develop the software you cannot buy off the shelf: internal tools, integrations between systems, automations and data pipelines.

For

Teams whose work depends on manual steps, copied data and tools that do not talk to each other.

What it can include
  • Internal tools that replace fragile spreadsheets and repetitive manual work.
  • Integrations between the systems you already use.
  • Data pipelines that collect, clean and store your data reliably.
  • Reviews of existing code or architecture, with written recommendations.
How we work on it

We look at how the work is done today before writing any code, then build in small steps. When an existing tool already does the job, we say so.

Experience

Between us we cover frontend, mobile, backend, data and infrastructure, so one small team can take a project from start to finish.

Describe the manual task or the missing tool that slows your team down. We will tell you honestly whether software is the right answer.

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Not sure where your project fits? Just tell us about it. If we are not the right team, we will say so.