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IT & Digital

Applied AI Built for Measurable Outcomes

Machine learning models designed around a defined business problem, validated against agreed measures and implemented with the controls needed for safe, reliable use in live services.

Who This Service Is For

Technology, data and operational leaders who want to apply machine learning to a specific problem and need models that are explainable, governed and ready for production use.

Service Scope

Machine learning model development
Classification and clustering
Anomaly detection
Deep learning
Recommendation algorithms
AI and ML implementation

Deliverables

Use case definition and feasibility assessment
Training data specification and preparation record
Trained and validated models
Model cards with performance and bias evaluation
Integration into target applications or workflows
Implementation and handover documentation

Exclusions & Boundaries

Autonomous decision making without human oversight where risk requires it
Ongoing model operations, which are delivered under AI Platforms and MLOps
Hardware procurement for model training

Methodology

We follow a staged approach: use case qualification, data readiness, baseline modelling, iterative development, validation against agreed measures, controlled implementation and post deployment review.

Competence

Our machine learning engineers and data scientists work across established frameworks and major cloud AI services, selecting techniques on evidence of fit rather than novelty.

Governance & Quality

Models are assessed for accuracy, fairness, explainability and data protection impact, aligned with UK GDPR and recognised responsible AI principles, with human oversight defined for each use case.

Sectors Served

Public sectorHealthcareFinancial servicesProperty and housingEducationProfessional services

Frequently Asked Questions

How do you decide whether machine learning is the right approach?

We assess the problem, the data available and simpler alternatives first. Machine learning is recommended only where it offers a clear, measurable benefit.

Can you explain how a model reaches its outputs?

Yes. We use interpretable techniques where appropriate and provide explainability analysis and model documentation so outputs can be understood and challenged.

Who owns the models you build?

Ownership of models, code and documentation is agreed in the contract. Our standard position is that client funded deliverables transfer to the client.

Related Services

Ready to discuss your requirements?

Speak to our team about how ASB Quality can support your organisation. Tell us what you need and we will point you to the right specialists.