Senior Architect AI
Indexed description
Key Responsibilities
End-to-End AI Architecture Design & Ownership
- Design and maintain comprehensive AI platform architecture spanning data pipelines, model development, infrastructure, deployment frameworks, and integration with both on Prem and cloud platforms and applications.
- Own the technical vision for AI platform evolution, ensuring architecture supports current and future business requirements, context & process across customer experience, AI innovation, and operational efficiency use cases
- Define architectural standards, design patterns, and technology selection criteria that enable scalable, reliable AI implementations across multiple European markets & ventures
- Ensure architectural decisions consider operational requirements, budget constraints, and business priorities while maintaining technical excellence
- Take accountability for AI platform integration with Liberty Global's core telecommunications infrastructure & ventures, ensuring seamless data flow and system reliability
- Design integration patterns and API strategies that connect AI services with existing platforms while maintaining security, performance, and data quality standards
- Collaborate with enterprise architects and engineering teams to ensure AI solutions align with overall technology architecture and infrastructure capabilities
- Establish output goals, monitoring, observability, and quality assurance practices for AI platform components, ensuring operational stability and performance targets are met
- Provide technical expertise and architectural guidance to engineering teams, data scientists, and product managers throughout the AI solution development lifecycle
- Work closely with business stakeholders to understand requirements, translate them into technical architectures, and communicate trade-offs, timelines, and resource needs clearly
- Review and approve technical designs, ensuring alignment with architectural standards and best practices while addressing scalability, security, and maintainability concerns
- Collaborate with operations teams on deployment strategies, capacity planning, and cost optimization for AI infrastructure and cloud resources
- Support comprehensive technical due diligence for potential acquisitions, investments, or partnerships
- Contribute to budget planning and cost optimization discussions, providing recommendations on infrastructure investments, cloud resource allocation, and technology choices
- Design architectures that optimize operational efficiency through automation, resource utilization, and smart platform design while meeting performance requirements
- Support capacity planning and infrastructure scaling decisions based on usage patterns, performance metrics, and business growth projections
- Participate in vendor evaluations and technology assessments, providing technical recommendations that balance capability, cost, and operational impact
- Define, refine & optimise processes, frameworks & context to ensure right business outcomes
- Set Lifecycle management expectations and govern End of Existence models and components
- Define and validate business cases by establishing clear metrics, measurable outcomes, and ROI, ensuring solutions deliver tangible customer value and product impact
- 8-10 years of experience in software architecture or technical lead roles with 4-5 years focused on AI/ML platforms and data-intensive systems
- Proven experience designing end-to-end architectures or processes for AI/ML systems in production environments supporting large user bases
- Understanding of IT platforms i,e cloud platforms (AWS, Azure, GCP), containerization (Kubernetes, Docker), and MLOps frameworks and practices
- Understanding of the use of Waterfall vs Agile practices including use of Kanban, SAFE, etc
- Deep understanding of telecommunications systems and integration patterns with OSS/BSS, customer platforms, and network management systems
- Demonstrated ability to work effectively with both technical teams and business stakeholders, translating between technical and business language
- Proficiency in AI/ML technologies including model training platforms, deployment frameworks, data pipelines, and monitoring tools
- Experience with distributed systems design, API architecture, and microservices patterns for building scalable platforms
- Strong knowledge of database technologies, data warehousing, streaming platforms (Kafka, Pulsar), and big data processing frameworks
- Excellent communication and presentation skills for explaining complex technical concepts to non-technical audiences and business stakeholders including use of deep data analysis
- Understanding of budget planning, cost modelling, and operational considerations for large-scale technology platforms & businesses
- Ability to source, process, and analyse complex datasets to generate actionable insights that inform business and product decisions
- Hands-on coding and prototyping experience in AI/ML development (Python, TensorFlow, PyTorch)
- Experience with proof-of-concept development and technical validation of new AI technologies
- Background in data science or machine learning engineering with an understanding of model development workflows
- Practical experience with infrastructure-as-code and DevOps practices for AI platforms
- Knowledge of data management
- M&A due diligence
- Experience in telecommunications, cable, or network infrastructure industries with understanding of subscriber analytics and operational systems
- Bachelor's or Master's degree in Computer Science, Engineering, Telecommunications, or related technical field
- Background in hands-on development with Python, Java, or similar languages (nice to have but not required for day-to-day work)
- Knowledge of AI ethics, responsible AI practices, and regulatory requirements relevant to European telecommunications markets or relevant knowledge gained from operations
- Experience with architectural frameworks and documentation practices for enterprise-scale systems
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