Data science & machine learning

Your data, put to work

We find the use cases worth the effort, build the models and bring them into production to improve decisions and operations.

What we build

ML solutions your teams keep using

Designer sketching a product interface

Use cases worth building

We help you find the use cases worth building, weigh value against feasibility and risk, and turn the survivors into a roadmap with owners and success metrics.

Dashboard with analytics on screen

Models built for your data

We build and test models for forecasting, optimisation, classification, anomaly detection and computer vision, shaped around your data and the problem you need to solve.

Two engineers reviewing a tablet on site

From notebook to production

We build the pipelines that prepare data, train models and run predictions reliably in your production environment.

Team working at laptops

MLOps and model lifecycle

We set up monitoring, evaluation, retraining and version control, with clear ownership so your models keep working as data changes.

Operator using a decision-support dashboard

Decision support and automation

We connect your models to the tools and workflows your teams use, so predictions can guide decisions, trigger actions and automate routine work.

Where we help

We step in when data should make decisions easier

From data to insight

We turn messy questions and scattered data into analysis people can trust and decisions they can act on.

The Right Question

You need the decision framed before the model: what is being decided, by whom, and how you will know it worked.

Data readiness

You need an honest read on the data you actually have before anyone promises a model.

Seniority

You want senior data scientists and ML engineers doing the work, not supervising it from a distance.

Data scientist listening in a discussion
Two colleagues talking over coffee
Engineer reviewing data on a monitor
Senior engineers working together in the office

Let's talk

Got questions? Start here.

Ilpo Rouhola

Ilpo Rouhola

Business Development & Collaborations

+358 50 487 2920ilpo.rouhola@brightlyworks.com

AI transformation is architecture transformation

Scaling AI depends on how your data, systems and teams work together. See how reusable data products and connected architecture support that transformation.

Illustration of a hand holding a long block with a yellow end

From production

Built for decisions that matter in production

Forecasting and optimization for a changing energy system.

Helen · Energy

Forecasting and optimization for a changing energy system.

We have supported Helen's data platform and data-driven capabilities in an environment where real-time data, forecasting and operational flexibility matter. The work helps connect data, models and operational systems in support of a carbon-neutral energy system.

Scaling analytics and AI capabilities in a large regulated organization.

OP Financial Group · Banking

Scaling analytics and AI capabilities in a large regulated organization.

We supported OP in scaling data and analytics across business units with governance, access, cataloging, infrastructure scalability, autonomous development and community enablement.

Working with us

ML work that holds up in use

The right problem first

We start with the problem and recommend what fits: ML, analytics, rules, better data or a simpler product change.

In use, or not done

Deployment is not the finish line. We build around your daily workflows and measure, monitor and improve performance after launch.

Value that compounds

We build pipelines, data contracts, feature sets and quality checks your team can reuse, so the next project starts with some of the groundwork already done.

Selected technologies

Open Industry 4.0 Alliance
Kubernetes
Databricks
AWS
Microsoft Azure
dbt
Snowflake
OPC UA
Open Industry 4.0 Alliance
Kubernetes
Databricks
AWS
Microsoft Azure
dbt
Snowflake
OPC UA
Open Industry 4.0 Alliance
Kubernetes
Databricks
AWS
Microsoft Azure
dbt
Snowflake
OPC UA

Our other services

We work with the full lifecycle of digital products, ensuring seamless coordination between different phases and stakeholders.

Smart Industrial Solutions

Smart Industrial Solutions

Connect industrial data to the systems that keep your operations running.

Enterprise Data & AI Solutions

Enterprise Data & AI Solutions

Your data has all the potential. Let's turn it into a business driver.

Digital Products & Services

Digital Products & Services

Streamline processes and exceed your customers' expectations.

Generative AI & Agents

Generative AI & Agents

AI solutions from governance to production-ready agents.

Let’s talk

What do you need to predict, optimise or understand?

Bring a business question, a process to improve or a model that needs to reach production. We’ll help assess what your data can support and find the right approach to better decisions and operations.

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