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Machine Learning & Predictive Analytics

Prediction is only worth paying for if it changes a decision. We build models that beat a simple baseline, explain what drives them, and land inside the process where the decision is made.

Overview

A forecast someone actually acts on

Plenty of models are accurate and useless — they arrive too late, land in the wrong place, or nobody trusts them enough to change what they were going to do anyway.

We start from the decision: who makes it, when, with what information. Then we build the simplest model that improves it, and put the output where that person already works.

Part of Enterprise AI Development
What’s included

Everything you need, nothing you don’t

A focused engagement, with the parts that usually get skipped left in.

  • A baseline first, so any model has something honest to beat
  • Feature engineering from your own operational data
  • Ranges and confidence, never a single misleading number
  • Driver analysis, so people can see why it says what it says
  • Delivery into the tool where the decision happens
  • Scheduled retraining with performance tracked over time
Why us

What is different about the way we do it

Baseline or bust

If a seasonal average does the job, we will tell you and save you the model.

Explainable by default

Drivers and segment behaviour on show, which is what gets a model adopted.

Owned after handover

Retraining, monitoring and documentation your team can run without us.

How we work

A clear path to something working

Short cycles, visible progress, and honest checkpoints where you decide what happens next.

Book a discovery call

Frame the decision

What changes if the prediction is good, and how much that is worth.

Prepare the data

Historical data assembled, leakage checked, baseline measured.

Model and validate

Backtesting on periods the model has never seen, with the metric you care about.

Deploy and monitor

Into the workflow, with drift alerts and a retraining schedule.

Toolkit

Technology we bring

ML

Pythonscikit-learnXGBoostPyTorchProphet

Platforms

DatabricksAzure MLSageMakerMLflow

Delivery

APIsPower BIin-app scoring
Also in Enterprise AI Development

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Let’s talk about your machine learning & predictive analytics.

Tell us where you are and what you need it to do. We will be straight with you about the shortest route there.