AI & machine learning engineering
Take a prediction or classification problem from training data to an evaluated model and a monitored production workflow.
Prove the model against the task.
Build predictive models, generative AI applications and agents around a clear task. Define evaluation criteria, integration boundaries and human oversight before deployment.
The first step is to define the prediction target, the cost of an error and an existing baseline. We examine data leakage, sampling and evaluation design before deciding whether a model improves on the current method.
Business applications.
Explore the related solutions this service supports.
Enterprise knowledge & copilots
Make business knowledge easier to find and use.
Explore solution TechnologyIntelligent document processing
Reduce repetitive handling of business documents.
Explore solution TechnologyForecasting & operational intelligence
Plan with a clearer view of demand and performance.
Explore solutionClassifying incoming service requests
An evaluated model suggests categories while reviewers handle uncertain cases.
Assume 4,000 instances per month, with average time reduced from 3 to 1.5 minutes per instance.
Less time per instance
Monthly capacity released
Assumed time before and after
Measure: Average human handling time across all requests, including corrections and exceptions.
Calculation: (3 − 1.5) ÷ 3 × 100 = 50%; 4,000 × (3 − 1.5) ÷ 60 = 100 hours. Figures rounded where needed.
Illustrative assumptions, not a client result, forecast or guarantee. Validate the baseline and outcome in your own environment. Capacity released does not equal cash savings; account for quality, utilisation, implementation, software and ongoing support costs.
A clearer starting point.
How do you judge whether a model is useful?
Performance must be assessed on representative held-out data and against a meaningful baseline. Error types, operating costs and the consequences of a wrong prediction matter alongside aggregate accuracy.
What does your next move need?
Bring us a business priority. We’ll work with you to define the opportunity, the scope and the next step.