Machine learning development services
Machine learning development, from first model to production
A model is only useful once it runs reliably on new data. We build machine learning models end to end: data preparation, training, honest evaluation, deployment and monitoring.
Who it's for
- Product teams adding prediction to their app
- Operations teams automating repetitive decisions
- Companies with a notebook model that never reached production
Examples
What this looks like in practice
Scoring models
Lead, credit, churn or fraud scores delivered to your CRM or app through an API.
Forecasting systems
Demand or revenue forecasts retrained automatically as new data arrives.
Recommendation engines
Personalised product or content suggestions for e-commerce and media.
Approach
How we do it
Baseline first
A simple model in week one shows what accuracy is realistic before anyone over-invests.
Evaluate honestly
We test on data the model never saw and report errors in business terms.
Deploy and monitor
APIs or scheduled jobs, with alerts when data or accuracy drifts.
Outcome
What you end up with
- A production model with an API or scheduled output
- An evaluation report your managers can read
- Monitoring and a retraining plan
Part of our Data Science & Machine Learning service.
FAQ
Questions we're often asked
How long does a machine learning project take?
A proof of concept usually takes two to four weeks; a production system six to twelve, depending on data and integration.
Can you deploy on our cloud?
Yes: AWS, Azure, Google Cloud or your own servers.
What if the model isn't accurate enough?
That's what the proof of concept is for. If the data can't support the goal, we say so early and suggest what would.
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Start here
Tell us about your project
A few lines is enough. We reply within one business day with questions or a suggested next step. The first consultation is free.
- We'll tell you honestly whether your data can support the goal
- You get an indicative cost and timeline
- No obligation and no automated sales sequence
Prefer to talk? Book a 30-minute call.