Xabier Muruaga

Xabier Muruaga

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

Bilbao, Spain
Enterprise AI Architecture
GenAI Governance
AI Strategy

About Me

I work at the intersection of enterprise AI architecture, governance, and strategy. Over the past 15 years, I have led large-scale technology and AI transformations in the energy sector – from consolidating 80+ legacy systems and deploying smart metering for millions of customers, to building a global AI & GenAI platform on Azure and AWS that delivers eight-figure annual savings.

My work is guided by a principle I call Simplexity: designing AI platforms and operating models that remain simple to govern and scale, despite the inherent complexity of LLMs, agents, and modern data ecosystems.

As a practitioner–academic, I lead Iberdrola’s Global AI & Data Center, teach ML Systems & MLOps at IE University, and am developing the AI-Native Enterprise framework to help organisations move from isolated pilots to AI-Native enterprises with clear guardrails, accountability, and measurable impact.

Professional Focus

Architecting AI-Native platforms on Azure, AWS and modern data stacks

Operationalising GenAI governance and Responsible AI (ISO 42001, EU AI Act)

Designing AI strategies and operating models for CxO-level execution

Languages

SpanishNative
BasqueNative
EnglishFull Professional
PortugueseLimited Working (A2)

Experience

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 Systems
MLOps
MLflow
Airflow
FastAPI
Evidently AI
Cloud Architecture
Scalable AI
Production ML
Iberdrola logo

Global Head of AI & Data

Iberdrola
May 2024 - Present

Leading Iberdrola’s Global AI & Data Center with full responsibility for enterprise AI & data capabilities worldwide. My mandate is to move the organisation from scattered AI pilots to an AI-Native operating model, through opinionated architectures, shared platforms and robust governance for both classical ML and Generative AI.

Key Achievements
  • Delivered a secure, end-to-end Generative AI platform (Azure & AWS) with guardrails, red-teaming, and observability, enabling solutions that generate eight-figure annual savings in Euros.
  • Engineered a reusable AI/ML platform (feature store, MLflow, CI/CD) that reduced model release cycles by over 75% and cut project onboarding time by over 60%.
  • Implemented a Responsible AI governance framework, achieving readiness for ISO 42001 compliance in under six months.
Technologies & Skills
AI Strategy
Azure
AWS
Generative AI
Responsible AI
MLOps
MLflow
Feature Store
CI/CD
Data 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 Intelligence
Entrepreneurship
Open Innovation
Iberdrola logo

Global Cloud & AI Architect

Iberdrola
Mar 2023 - May 2024

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

Key Achievements
  • Architected and deployed a group-wide Generative AI platform in Azure and AWS, empowering hundreds of internal developers and data scientists.
  • Unlocked over a hundred new AI initiatives by reducing the technical enablement time from months to weeks.
  • Established best practices and governance for responsible AI implementation across the organization.
Technologies & Skills
Azure
AWS
Vector Databases
Prompt Engineering
MLflow
GitHub Actions
CI/CD
LLMs
Generative 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 reducing sales-to-installation time by over a third.
  • Increased customer acquisition by nearly 20% through improved digital experiences.
Technologies & Skills
IoT
Cloud Architecture
Agile Methodologies
Smart Home
EV Charging
Solar
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 over 80 legacy systems into SAP IS-U/CRM and deploying Smart Metering solutions that materially improved billing quality and operational visibility.

Key Achievements
  • Consolidated over 80 legacy systems into a unified SAP IS-U/CRM platform.
  • Successfully deployed Smart Metering solutions for millions of UK customers.
  • Reduced billing errors by nearly 50% through improved data processing and system integration.
Technologies & Skills
SAP IS-U/CRM
Smart Metering
Digital Transformation
Legacy 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.
  • Cut month-end financial processing time by approximately 80%.
  • Consulted with C-level stakeholders to align technology delivery with strategic business objectives.
Technologies & Skills
Technology Strategy
Process Optimization
Enterprise Architecture
Energy 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 EE
Software Development
Real-time Monitoring
OOP
Energy Sector

Credentials

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

Skills & Expertise

Enterprise AI ArchitectureGenAI Governance & Responsible AIAI Strategy & Operating ModelsProduction MLOps / LLMOpsCloud Architecture (Azure, AWS)Vector Databases & RAGIaC (Terraform, Helm)Machine Learning & Deep LearningSolution ArchitectureData EngineeringPrompt EngineeringLLM & Agentic AIExecutive Communication & Teaching

Education

Universidad Internacional de La Rioja
MSc in Artificial Intelligence, GPA: 4.0/4.0

Universidad Internacional de La Rioja2023-2024

Thesis: Planetary Defense – Classifying Hazardous Asteroids using ML/DL (European ADELA Project B0036)

Escuela de Organización Industrial (EOI)
Executive MSc in Business Administration

Escuela de Organización Industrial (EOI)2011-2013

Tilburg University
MSc in Computer Science & Industrial Engineering (Exchange Program)

Tilburg University2010-2011

Exchange student in Netherlands; gained international teamwork experience.

University of Deusto
MSc in Computer Science & Industrial Engineering

University of Deusto2004-2011

Honors Project: Developed a Social Web Platform using Python

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

© 2025 Xabier Muruaga. All rights reserved.

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