Xabier Muruaga

Xabier Muruaga

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

I architect secure AI and agentic systems for production, where security, governance and assurance are first-class architectural requirements. That work builds on more than a decade designing and securing regulated energy and critical-infrastructure platforms serving millions of customers, later extending that foundation into cloud and enterprise AI architecture.

At Iberdrola, I lead global AI and Data architecture, security and technical governance, shaping the platform foundations behind GenAI and agentic initiatives at one of the world's largest regulated energy operators. A major part of my work translates AI security risks into enforceable controls, verification criteria and assurance evidence aligned with OWASP LLM and agentic AI guidance, MITRE ATLAS, CSA MAESTRO, NIST AI RMF, the EU AI Act and ISO/IEC 42001.

I contribute to industry standards as a founding consortium member of AIUC-1, contributor to the OWASP GenAI Security Project, and member of the CSA AI Safety Working Group. I also teach AI Systems at IE University, with a focus on the architecture and controls required to operate 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
Jun 2025 - Present

Contributing to OWASP GenAI security work across the Top 10 for LLM Applications, Top 10 for Agentic AI, AI threat modeling, and agentic identity and delegation. Focus areas include authorization controls, delegated authority, runtime policy enforcement, irreversible-action governance and secure production adoption.

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 50 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 – AI Systems

IE University
Apr 2025 - Present

Design and teach AI Systems within the Master in Business Analytics and Data Science, focused on how production-grade AI systems are designed, governed, secured and operated at scale. The course covers AI architecture, ML/LLM system design, secure-by-design delivery, evaluation, observability, platform patterns, AI security risks, governance and production assurance.

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 of Excellence. Mandate: turn AI from isolated PoCs into a repeatable, secured production capability across businesses and geographies.

Key Achievements
  • Delivered secure production AI 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 – AI Security

Mondragon Unibertsitatea
Sep 2024 - Present

Deliver guest lectures on AI Security, GenAI risk and secure AI adoption for the Master Degree in Entrepreneurship and Open Innovation, helping founders and innovation leaders understand how to design, govern and scale AI-enabled products safely.

Technologies & Skills
Artificial IntelligenceEntrepreneurshipOpen Innovation
Iberdrola logo

Global AI Architecture & Security Lead

Iberdrola
Mar 2023 - May 2024

Defined the secure-by-design AI platform architecture across Azure and AWS as Iberdrola moved into GenAI, covering secure cloud architecture, IAM and authorization, permissioned retrieval and RAG delivery standards, secure SDLC and supply-chain controls, evaluation gates and production readiness. Turned these into reusable patterns adopted across business units, with consistent governance, observability and threat modeling.

Key Achievements
  • Defined scalable, enterprise-wide reference architectures across AWS and Azure, strengthening security, reliability, and platform standards.
  • Shipped early AI 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

Head of Architecture & Security, Energy Solutions

Iberdrola
Nov 2018 - Mar 2023

Led architecture and security for customer-facing energy platforms across smart home, solar and EV charging, supporting millions of users and critical retail operations. Defined secure platform architecture, IAM and access boundaries, CRM and Salesforce integration patterns, telemetry, resilience and controlled rollout standards, while introducing automation and early AI-enabled decision systems across customer operations.

Key Achievements
  • Scaled smart solution products to millions of users across multiple countries.
  • Launched internal automation platforms for critical business processes, significantly improving operational efficiency.
  • Increased customer acquisition by significantly improving digital experiences and scalability.
Technologies & Skills
IoTCloud ArchitectureAgile MethodologiesSmart HomeEV ChargingSolar
Iberdrola (Glasgow, UK) logo

Head of Architecture & Cyber Security, Smart Meters

Iberdrola (Glasgow, UK)
Dec 2015 - Nov 2018

Led architecture and cybersecurity for regulated metering, billing and industry platforms supporting millions of customers in the UK. Defined the technical roadmap for Smart Metering platforms, SAP IS-U/CRM integrations and data-driven operational systems, strengthening access control, auditability, traceability, data integrity, operational resilience and reliability across critical business processes.

Key Achievements
  • Defined technical roadmap and architecture for Smart Metering platforms at scale.
  • Introduced advanced analytics and decision-support capabilities for metering operations and forecasting.
  • Significantly reduced billing errors through improved data processing and system integration.
Technologies & Skills
SAP IS-U/CRMSmart MeteringDigital TransformationAdvanced Analytics
Iberdrola (Glasgow, UK) logo

Senior Systems Analyst, Secure Enterprise Integration

Iberdrola (Glasgow, UK)
Dec 2013 - Dec 2015

Drove technical design and secure integration of large-scale enterprise systems, modernizing complex legacy platforms through SAP IS-U and CRM integration. Defined scalable integration patterns that improved reliability, data consistency, traceability, auditability and operational visibility across regulated metering operations.

Key Achievements
  • Delivered large-scale consolidation of legacy systems into a unified SAP IS-U/CRM platform.
  • Defined scalable integration patterns improving reliability and data consistency.
  • Improved operational visibility across metering operations.
Technologies & Skills
SAP IS-U/CRMSolution ArchitectureLegacy System MigrationSystems Integration
PwC logo

Technology Strategy Consultant

PwC
Sep 2011 - Dec 2013

Advised IBEX-35 clients on technology strategy, focusing on transformation programs and digitalization initiatives. Designed and led delivery of impactful technology solutions, including an inter-company reconciliation system that streamlined month-end financial processing. Consulted directly with C-level stakeholders to align technology delivery with evolving business needs.

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

Independent IT Consultant (Freelance)

Independent IT Consultant
Sep 2008 - Aug 2011

Provided end-to-end IT consulting and systems integration services for small and medium-sized business clients, covering requirements, solution design, implementation and delivery governance. Managed the full client lifecycle from scope definition and proposals to implementation, quality control and handover.

Technologies & Skills
IT ConsultingIT StrategySystems IntegrationSolution Design
Atos logo

Software Engineer

Atos
Sep 2007 - Aug 2008

Engineered enterprise applications for clients in the energy and insurance sectors. Built a real-time wind-farm monitoring platform for a major Spanish utility. Contributed across the full software development lifecycle, from requirements and architectural design through to implementation, testing, and deployment.

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

Architecture & Security Focus Areas

Enterprise AI Architecture

LLM Gateways · RAG Architecture · Agentic Systems · Control Planes · Multi-Agent Orchestration · Evaluation Gates · Policy-as-Code · LLMOps · Observability · Reference Architectures

AI Security Architecture

OWASP LLM & Agentic AI · MITRE ATLAS · CSA MAESTRO · NIST AI RMF · AI Threat Modeling · IAM & Authorization · Least Privilege · Identity-Scoped Execution · Governed Tool Access · Delegation & Approval Boundaries · Retrieval Security · Adversarial Testing · Assurance Evidence

Governance & Compliance

EU AI Act · ISO/IEC 42001 · AI Management Systems · Risk Classification · Audit-Ready Evidence · Delivery Integration

Cloud & Platform

Azure · AWS · GCP · Amazon Bedrock · Azure AI Foundry · Azure Hosted Agents · AWS AgentCore · Databricks · Langfuse · DeepEval

Certifications

Professional Certifications

IriusRisk
Threat Modeling AI/ML Systems

IriusRisk2026

Saïd Business School, University of Oxford
AI Governance

Saïd Business School, University of Oxford2026

University of Michigan
Generative AI: Governance, Policy, and Emerging Regulation

University of Michigan2026

ISACA
Auditing Generative AI: Strategy, Analysis & Risk Mitigation

ISACA2025

DataTalksClub
MLOps Zoomcamp

DataTalksClub2025

DeepLearning.AI
Machine Learning in Production

DeepLearning.AI2025

Hugging Face
AI Agents

Hugging Face2025

Amazon Web Services
Data Engineering Specialization

Amazon Web Services2024

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

Microsoft
Microsoft Certified: Azure Administrator Associate

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)