
AMS CWS
AI Data Architect (Fraud and Cyber)
Job Description
Salary: £50,000 - 70,000 per year
Requirements:- Experience in the design, development, training, validation and optimisation of machine learning models for fraud detection and financial crime use cases.
- Fraud detection model development experience using techniques such as gradient boosting, random forests, neural networks, ensemble models and graph-based analytics.
- Model evaluation, performance tuning and explainability experience.
- Data science and statistical modelling background, including hypothesis testing, probability, feature selection and experimentation.
- MLOps experience, including model deployment, versioning, monitoring, retraining and lifecycle management.
- Cloud-native machine learning architecture experience using Azure Machine Learning, Databricks, Azure AI Foundry or equivalent platforms.
- Experience in real-time and batch fraud detection architectures, including streaming analytics and event-driven processing.
- Knowledge of fraud detection, AML and financial crime solutions.
- Experience integrating ML models into operational workflows and case management platforms.
- Lead the end-to-end architecture and design of AI/ML and data platform solutions.
- Partner closely with stakeholders to define technology roadmaps, shape future-state architectures and ensure successful solution delivery.
- Provide architectural leadership and governance, ensuring solutions meet functional and non-functional requirements.
- Drive innovation and continuous improvement by evaluating emerging technologies, recommending architectural patterns and reusable components, and identifying opportunities to improve efficiency, scalability and business outcomes.
- Embed Responsible AI and security-by-design principles across all solutions and incorporate controls.
- Influence strategic technology decisions and investment priorities, acting as a trusted advisor while contributing to architecture standards and design practices.
- Lead the design and delivery of the Fraud and Cyber AI systems initiative.
- AI
- Architect
- Azure
- Cloud
- Databricks
- Support
- Machine Learning
- MLOps
- Security
More:
We are a global leader in financial administration with over 12,000 employees across more than 22 countries, supporting many of the worlds leading organisations to streamline and maximise the value of their relationships with investors, employees, creditors and customers. Our global footprint enables us to maintain robust compliance, audit, risk, financial crime, disaster recovery and business continuity planning programs, offering peace of mind to our clients and their customers. Through our partnership with AMS, we are looking for an AI Data Architect for a 12-month contract based in our London, Edinburgh or Bristol office, with 3 days a week onsite. This is a hands-on role focused on building real systems, leading the design and delivery of our Fraud and Cyber AI systems initiative. We are committed to inclusive, dynamic and future-ready workplaces, and we aim to provide equal opportunities, support reasonable adjustments during the recruitment process, and help every candidate succeed on their own merits.
last updated 38 week of 2026
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About AMS CWS

AMS CWS
London
IT
Skills & Technologies
Inferred from job description
Salary Insight
£60,000
This role
£90,000
UK median
This salary is 33% below the UK median for Architects (£90,000/yr).
Based on 2024–2025 UK technology sector benchmarks