AI & data

Systems that learn from your data, not just store it.

We build data pipelines and machine learning systems that turn raw, scattered data into models and dashboards your team can actually act on.

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Illustration of a neural network connected to data pipelines and analytics charts

3xFaster decision-making

92%Model accuracy in production

40%Less manual data work

Real-timeData pipelines

How we help

Most companies have data. Few have a system that uses it.

Data scattered across tools and spreadsheets doesn't help anyone make decisions. We build the pipelines, models, and dashboards that turn it into something your team can act on daily.

From predictive models to LLM-powered features, we build AI systems that are monitored and maintained in production, not left to drift.

Reliable, automated data pipelines

Machine learning models running in production

Faster, data-backed decisions

AI features built on your own data

Capabilities

Built around the work that matters.

Machine learning models

Predictive models trained and validated on your real-world data.

Data pipelines & ETL

Reliable pipelines that move and clean data without manual intervention.

Predictive analytics

Forecast demand, risk, and behavior from historical patterns.

LLM integration

Practical, production-ready features built on large language models.

Data warehousing

A single, queryable source of truth across every data source.

MLOps & monitoring

Keep models accurate and reliable as data and usage change.

Our approach

From first question to lasting value.

Audit the data

We assess data quality, sources, and gaps before any model is built.

Build & train models

Pipelines and models are built, trained, and validated against real outcomes.

Deploy & monitor

Models ship into production with monitoring to catch drift early.

Related projects

Work that moved the needle.

View all case studies

Northfield Communities

A predictive maintenance model for facility operations

A machine learning model flagged maintenance issues before they caused downtime.

PythonPyTorchAirflowSnowflake

Outcome

Unplanned maintenance incidents dropped by 40%.

Pathway Education

A personalization engine for course recommendations

A recommendation model connected learner behavior data to course suggestions in real time.

PythonTensorFlowPostgreSQLAWS SageMaker

Outcome

Course completion rates rose 27% after launch.

Build with Colabrex

Turn your data into a system, not a spreadsheet.

Bring us the challenge. We'll help shape the path, assemble the right team, and move it forward.

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