Model Development
Build predictive and machine-learning models that turn your historical data into forecasts, scores and decisions.
Models that turn data into decisions
Predictive analytics at big-data scale
Develop models that learn from your data and help your business act on it, from forecasting demand to detecting fraud as it happens.
We design, build and validate statistical and machine-learning models on your complete data history in the Hadoop ecosystem, then connect them to your systems through APIs, dashboards or scheduled jobs.
What we deliver
Proven model types for the questions businesses ask most.
Forecasting
Predict demand, traffic, revenue and capacity from historical and seasonal patterns.
Classification & Scoring
Score customers, leads and transactions for churn, risk or likelihood to convert.
Anomaly & Fraud Detection
Spot unusual patterns in traffic and transactions, in scheduled batches or in real time.
Segmentation & Clustering
Group customers and behaviours into segments you can target and measure.
Recommendation & Optimisation
Suggest the next best offer, price or route, based on what worked before.
Seamless Integrations
Deliver predictions through APIs, dashboards or batch jobs connected to your business systems.
Machine learning in production since 2017
In 2017 a mobile operator asked us to screen the content of 120 million SMS a day, in real time, for fraud and phishing, in a language our team did not speak.
Machine learning made it possible, and we have been building ML and AI systems ever since. Today we apply the same experience to forecasting, scoring and fraud-detection models for our clients.
Built on the Hadoop ecosystem
Models are built with Apache Spark on HDFS and Delta Lake, fed by real-time events from Apache Kafka, and served through Apache Cassandra and Trino for fast scoring and analytics.
How we work
Easy consultation up front, and enhancement and support long after launch.
1. Consult
Define the business question, the success metrics and the data available, together with your team.
2. Build
Iterative development and validation of models, reviewed with you at every step.
3. Enhance & Support
Deployment, monitoring and continuous improvement as your business and your data evolve.
Explore our Data & AI services
Each service stands on its own, and together they take you from raw data to AI in production.
Model Training
Train, inspect and fine-tune machine-learning models on your full data sets.
AI Model Development
Build AI-powered applications, from LLM-based assistants to automated workflows, grounded in your data.
Data Modelling
Structure your data for business intelligence, analytics and AI with models built for big-data scale.