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AI and ML that reach production—and stay there

We help organizations move from promising use cases to working solutions that people trust and use. From scoping high-value problems to maintaining models in production, we focus on the full journey, not just the interesting parts.

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Senior expertise. AI velocity.
Modern AI tooling lets our data scientists and ML engineers iterate faster—more experiments, quicker model iteration, less time on boilerplate. From exploratory analysis to production ML pipelines, the tools handle the grunt work under expert supervision to enable our engineers focus on the essential: knowing which approach fits, where common traps are, and what it takes to make a model work beyond the notebook.

Our AI and ML solutions

AI Strategy & Use Case Discovery

Unsure how to get the most out of AI? We are there to help you identify high-impact use cases and create a clear and comprehensive roadmap–whether the answer is ML, advanced analytics, generative AI, BI dashboards, or a combination of these. Our experts are there to make sure you get from vision to practical solutions. 

What we deliver
  • Business-driven AI opportunity assessment 
  • Prioritized use case case roadmap 
  • Value, risk, and feasibility analysis 
  • Clear success metrics and ownership
Business outcomes
  • AI investment decisions based on data
  • Fast path from idea to impact 
  • Focus on what truly matters

Advanced Analytics & Data Science

Sometimes the best answer comes from a solid forecast, a scenario model, or an analysis that reveals what's really driving your business. We help you understand your data through statistical modeling, simulation, and applied data science. From site selection and demand studies to pricing analysis and customer segmentation.

What we deliver
  • Exploratory data analysis and insight discovery
  • Predictive analytics and forecasting
  • Scenario modeling, simulation, and what-if analysis
  • Statistical modeling and hypothesis testing
  • Custom analyses for strategic decisions
Business outcomes
  • Critical business questions answered with data, not gut feel
  • Confidence to act on major decisions, backed by evidence
  • High-value insight without the overhead of a production system

Machine Learning Solutions

When the business problem needs a model that runs continuously, predicting, optimizing, classifying, or detecting, you need machine learning built for production use. We build ML solutions designed to run reliably at scale. From demand forecasting and process optimization to computer vision and anomaly detection.

What we deliver
  • Custom ML model development and training
  • Feature engineering and data preparation
  • Computer vision and image-based inspection
  • Optimization and decision automation
  • Production-ready ML pipelines with validation and testing
Business outcomes
  • ML models that run in production, not just in notebooks
  • Automated decisions that improve with more data
  • Measurable impact on cost, efficiency, or revenue

MLOps

Getting a model to production is only half the job. Models degrade, data shifts, and business requirements evolve. We help build and run the operational practices that keep ML and AI systems performing over time: monitoring, retraining, versioning, and lifecycle management–from traditional ML models to LLM-based systems and AI agents.

What we deliver
  • Model deployment, monitoring, and alerting
  • Automated retraining and versioning pipelines
  • Performance tracking, drift detection, and evaluation
  • Lifecycle management from experiment to retirement
Business outcomes
  • Models that keep working and improving over time
  • Issues caught early, not when the business notices
  • Faster iteration from new idea to updated production model

Why choose us?

We're not a pure-play AI lab and we're not a strategy firm that stops at the PowerPoint.

We work end-to-end: from identifying where AI creates value to building, deploying, and operating solutions in production. And as we also build the data and AI platforms these solutions run on, we know what a solid foundation looks like and how to make the most of it.

Everything we build is designed to be used, not just demonstrated.

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Ilpo Rouhola
Business Development & Collaborations
+358 50 487 2920
ilpo.rouhola@brightlyworks.com
LinkedIn

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