Xabier Muruaga

Xabier Muruaga

Global Head of AI & Data @ Iberdrola · Adjunct AI Professor @ IE University

I architect enterprise AI and GenAI platforms that operate reliably at scale, with clear operating boundaries, security controls, and auditability built in. My work spans LLM, RAG, and Agent platforms, reference architectures, policy-as-code guardrails, and LLMOps observability for production systems in regulated environments.

At Iberdrola, I lead global AI and Data architecture, security, and technical governance, shaping reusable foundations that help teams deploy faster without losing control of risk, cost, or operational ownership. A significant part of my work focuses on GenAI security risks such as prompt injection, data leakage, and unsafe tool or permission boundaries, translating them into enforceable controls, evaluation gates, and assurance evidence.

I contribute to industry standards as a founding consortium member of AIUC-1, as a member of the Cloud Security Alliance AI Safety Working Group, and as a contributor to the OWASP GenAI Security Project. I also teach ML Systems and MLOps at IE University, with a focus on the architecture and controls required to run AI safely at scale.

Experience

Cloud Security Alliance logo

AI Safety Working Group Member

Cloud Security Alliance
Jan 2026 - Present

Contributing to practical guidance on AI threat modeling, security controls, and risk frameworks for enterprise AI, LLM, and agentic systems.

Technologies & Skills
AI Threat ModelingSecurity ControlsRisk Frameworks
OWASP Foundation logo

GenAI Security Project Contributor

OWASP Foundation
Jan 2026 - Present

Contributing to OWASP initiatives on AI security standards, LLM application security, and secure adoption of agentic AI systems.

Technologies & Skills
AI Security StandardsLLM Application SecurityOWASP
AIUC-1 logo

Founding Consortium Member

AIUC-1
Nov 2025 - Present

Founding member of the AIUC-1 consortium, working with leaders across industry and academia to shape standards for agentic AI governance, security, assurance, and safe production deployment.

Technologies & Skills
AI GovernanceAgentic AIStandards
IE University logo

Adjunct Professor – Artificial Intelligence

IE University
Apr 2025 - Present

Design and teach the ML Systems / MLOps course in the Master in Business Analytics and Data Science, integrating automated lifecycle practices with the architectural principles required to run production-grade AI systems at scale.

Technologies & Skills
ML SystemsMLOpsMLflowAirflowFastAPIEvidently AICloud ArchitectureScalable AIProduction ML
Iberdrola logo

Global Head of AI & Data

Iberdrola
May 2024 - Present

Leading Iberdrola’s Global AI & Data Center, responsible for enterprise AI and GenAI platforms, reference architectures, and the technical controls and assurance needed to run production AI systems worldwide. My mandate is to turn AI into a dependable production capability, moving from isolated PoCs to a repeatable platform and operating model that scales GenAI and agentic AI with controlled risk, cost, and auditability.

Key Achievements
  • Delivered secure production GenAI foundations across Azure and AWS, enabling RAG and agentic systems with controls for prompt injection, data leakage, evaluation gates, and end-to-end observability.
  • Industrialized reusable building blocks including LLM gateway, retrieval, tracing and telemetry, and policy-as-code guardrails to reduce time to production and improve consistency.
  • Operationalized Responsible AI, AI Security, and assurance evidence through traceability, policy enforcement signals, evaluation controls, and decision records across the delivery lifecycle.
Technologies & Skills
AI StrategyAzureAWSGenerative AIResponsible AIMLOpsMLflowFeature StoreCI/CDData Governance
Mondragon Unibertsitatea logo

Guest Lecturer – Artificial Intelligence

Mondragon Unibertsitatea
Sep 2024 - Present

Deliver guest lectures on Artificial Intelligence for the Master’s in Entrepreneurship & Open Innovation, focusing on how AI, data and experimentation enable new business models.

Technologies & Skills
Artificial IntelligenceEntrepreneurshipOpen Innovation
Iberdrola logo

Global Cloud & AI Architect

Iberdrola
Mar 2023 - May 2024

Specialized in global cloud and AI architecture, leveraging AWS and Azure to design highly scalable, shared platforms. Drove the integration of Generative AI as a first-class capability, laying the technical foundations for the current AI & GenAI platform.

Key Achievements
  • Established shared reference architectures across AWS and Azure, strengthening security, reliability, and platform standards.
  • Shipped early GenAI foundations (access patterns, shared services, governance gates) adopted across multiple teams.
  • Defined practical Responsible AI implementation guidance and controls for production delivery.
Technologies & Skills
AzureAWSVector DatabasesPrompt EngineeringMLflowGitHub ActionsCI/CDLLMsGenerative AI
Iberdrola logo

Global Head of Technology – Smart Solutions

Iberdrola
Nov 2018 - Mar 2023

Directed the technology strategy and systems architecture for Iberdrola's Retail Smart Solutions (smart home, solar, EV charging), building platforms that scaled to millions of users and demonstrated how well-architected systems translate into tangible business outcomes.

Key Achievements
  • Scaled smart solution products to millions of users across multiple countries.
  • Delivered automation that materially reduced sales-to-installation time.
  • Increased customer acquisition by significantly improving digital experiences.
Technologies & Skills
IoTCloud ArchitectureAgile MethodologiesSmart HomeEV ChargingSolar
Iberdrola (Glasgow, UK) logo

Head of Technology – Metering & Industry Processes

Iberdrola (Glasgow, UK)
Dec 2013 - Nov 2018

Directed digital transformation for millions of UK customers, consolidating complex legacy systems into SAP IS-U/CRM and deploying Smart Metering solutions that materially improved billing quality and operational visibility.

Key Achievements
  • Delivered large-scale consolidation of legacy systems into a unified SAP IS-U/CRM platform.
  • Successfully deployed Smart Metering solutions for millions of UK customers.
  • Significantly reduced billing errors through improved data processing and system integration.
Technologies & Skills
SAP IS-U/CRMSmart MeteringDigital TransformationLegacy System Migration
PwC logo

Technology Strategy Consultant

PwC
Sep 2011 - Dec 2013

Advised IBEX-35 clients on technology strategy and transformation programs, with a focus on aligning complex delivery portfolios with evolving business priorities and financial constraints.

Key Achievements
  • Designed and delivered an inter-company reconciliation system for an IBEX-35 client.
  • Materially reduced month-end financial processing time.
  • Consulted with C-level stakeholders to align technology delivery with strategic business objectives.
Technologies & Skills
Technology StrategyProcess OptimizationEnterprise ArchitectureEnergy Sector
Atos logo

Software Engineer

Atos
Sep 2007 - Aug 2008

Developed enterprise applications for clients in the energy and insurance sectors, including a real-time wind-farm monitoring platform for a major Spanish utility, gaining hands-on experience across the full software development lifecycle.

Key Achievements
  • Engineered a real-time monitoring platform for wind farms from the ground up.
  • Implemented a Java EE solution with robust, high-performance data processing capabilities.
  • Delivered the system successfully for a major Spanish utility company.
Technologies & Skills
Java EESoftware DevelopmentReal-time MonitoringOOPEnergy Sector

Technical Skills

Languages

Python • Java • SQL • JavaScript/React

ML Frameworks

PyTorch • TensorFlow • scikit-learn • FastAPI • Hugging Face

Data & MLOps

MLflow • Spark • Airflow • Feature Stores • GitHub Actions CI/CD • Vector Databases

Cloud & Orchestration

Azure • AWS • Docker • Kubernetes • Terraform • Helm

Methodologies & Leadership

Agile (PSM I, PSPO) • Project Leadership • Technical Strategy • Solution Architecture

Certifications

Professional Certifications

DeepLearning.AI
Data Engineering Professional Certificate

DeepLearning.AI2025

DataTalksClub
MLOps Zoomcamp

DataTalksClub2025

DeepLearning.AI
Machine Learning in Production

DeepLearning.AI2025

Hugging Face
AI Agents

Hugging Face2025

Microsoft
Microsoft Certified: Azure AI Engineer Associate

Microsoft2024

NVIDIA
NVIDIA AI Infrastructure and Operations

NVIDIA2024

Google Cloud
Responsible AI

Google Cloud2024

IBM
Generative AI for Executives and Business Leaders

IBM2024

Kaggle
Computer Vision

Kaggle2024

Amazon Web Services
AWS Certified Solutions Architect – Associate

Amazon Web Services2023

Microsoft
Microsoft Certified: Azure Solutions Architect Expert

Microsoft2023

HashiCorp
HashiCorp Certified: Terraform Associate

HashiCorp2023

DeepLearning.AI
Generative AI with Large Language Models

DeepLearning.AI2023

Stanford Online
Machine Learning Certificate

Stanford Online2016

Education

Universidad Internacional de La Rioja
Universidad Internacional de La Rioja
2023 - 2024

MSc, Artificial Intelligence

GPA: 4.0/4.0. Thesis: ML/DL classification of hazardous asteroids (European ADELA project). Focus on applied ML and model evaluation across end-to-end AI pipelines.

Skills:Artificial Intelligence (AI) · Deep Learning · Machine Learning · Generative AI
EOI Business School
EOI Business School
2011 - 2013

Executive MSc, Business

Executive MSc focused on business strategy, operating models, and tech-driven transformation.

Skills:IT Business Strategy · Digital Transformation · Business Operations · Leadership
Tilburg University
Tilburg University
2010 - 2011

MSc, Computer Science & Industrial Engineering (Exchange)

International exchange. Computer science, systems engineering, and applied optimization.

Skills:Computer Science · Systems Engineering · Distributed Systems · Software Architecture
University of Deusto
University of Deusto
2004 - 2011

MSc, Computer Science & Industrial Engineering

Dual degree. Final thesis: Scalable peer-to-peer platform in Python (top distinction 10/10). Strong base in distributed systems and software architecture.

Skills:Computer Science · Software Architecture · Distributed Systems · Artificial Intelligence (AI)
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