Data: Analytics & Intelligence
Predictive Analytics & Machine Learning
Models that make measurable predictions, are explainable to stakeholders and run reliably in production.
The problem
Signs you need this
- 01
Demand or cash flow forecasts are guesswork
- 02
Customer churn is noticed too late to act
- 03
Fraud or credit risk is assessed manually
- 04
Teams want to act on data but do not know which signals matter
Deliverables
What is included
Scope is confirmed during discovery. A typical engagement includes:
- Use case assessment and data readiness review
- Baseline and candidate models with evaluation
- Explainability reports for stakeholders
- Model deployment as an API or scheduled job
- Monitoring for drift and performance
- Retraining process and documentation
How we deliver
A clear path from first conversation to results
- 01
Identify
Pick use cases with clear value, available data and acceptable risk.
- 02
Prototype
A working proof of concept on your data within weeks, measured against a baseline.
- 03
Harden
Evaluation suites, guardrails, access controls, logging and cost limits.
- 04
Integrate
Connect to your systems and roll out to a pilot group before scaling.
- 05
Improve
Monitor quality and cost in production and refine prompts, models and data.
Typical technologies
- Python
- scikit-learn
- XGBoost
- PyTorch
- MLflow
- Azure ML
- SageMaker
- Vertex AI
We choose tools to fit your team, licences and constraints, not the other way round.
Questions
Frequently asked questions
How much data do we need?
It depends on the problem. We assess your data first and tell you honestly whether a model will beat simpler methods.
Can people understand the model's decisions?
Yes. We favour interpretable models where possible and provide explanations for individual predictions.
More in Data: Analytics & Intelligence
Data Analysis
Focused analysis that answers specific business questions with clear findings and recommendations.
Data Visualization & BI Dashboards
Dashboards in Power BI, Tableau, Looker or custom web apps that people check daily and trust.
Data Engineering & Pipelines
ETL and ELT pipelines and cloud data warehouses that bring scattered data into one reliable place.
Ready to talk about Predictive Analytics & Machine Learning?
Tell us what you are trying to achieve. We will reply within one business day with questions, a suggested next step and an honest view of whether we are the right fit.