AI Engineering Services
Machine Learning and Analytics
Your data holds answers that dashboards alone do not show. We build the pipelines, models and reporting that turn it into forecasts, scores and alerts people can act on.
What we build
Data pipelines
Collect, clean and organise data from your systems into one reliable place.
Forecasting
Demand, sales, stock or usage forecasts with a clear measure of accuracy.
Classification and scoring
Rank leads, flag risk or sort items using models trained on your history.
Anomaly detection
Spot fraud, faults or unusual behaviour early.
Dashboards and reporting
Live views for decision makers, built on the same data the models use.
How we approach Machine Learning and Analytics
We begin with the decision the model is meant to support and the data that exists for it, then check data quality before any modelling. A simple baseline comes first, so we know what a complex model has to beat. Results are validated on held-out historical data and delivered where your team already works, whether a dashboard, your ERP or an API.
When this is a good fit
A good fit when
- You have years of data and little insight from it.
- Decisions such as stock, pricing or staffing rely on guesswork.
- Manual reporting takes too long or arrives too late.
How an engagement works
- 01
Scope
A free strategy call, then a clear proposal with scope and priorities.
- 02
Plan
A PRD and, where useful, a clickable prototype before building starts.
- 03
Build
An in-house team builds in stages, with demos along the way.
- 04
Launch and improve
Release, then keep improving with the people who built it.
Questions about Machine Learning and Analytics
How much data do we need?
Less than people think for some problems, much more for others. We check your data early and tell you what is realistic before building.
How do we know the model is good?
We measure it against held-out historical data and agree what accuracy is useful for the decision it supports before relying on it.
Can it run inside our existing systems?
Yes. Results can feed your dashboards, your ERP or CRM, or your own app through an API.
Have a product in mind?
Tell me what you want to build. The first call is free, and you speak with me directly.