FOUNDER-LED · AI TRANSFORMATION & EXECUTION

From early AI to transformationVan AI naar transformatie

Artificial Mind Solutions is my founder-led AI transformation practice. My interest in computers, robotics and intelligent machines goes back to my early teens.

I later studied Artificial Intelligence at the University of Amsterdam in the 1990s, where I built and experimented with intelligent systems and neural networks. I subsequently moved into leadership of early internet, e-commerce and broader digital innovation projects.

Nearly three decades of programme, portfolio, organisational and transformation experience now inform how I approach AI adoption and execution. Artificial Mind Solutions applies this experience to today’s AI opportunities; eXcelleRes remains my broader enterprise transformation practice.

Milo Izzinosa — Founder & AI Transformation Lead, Artificial Mind Solutions

Milo IzzinosaMilo Izzinosa

I am Milo Izzinosa, Founder & AI Transformation Lead at Artificial Mind Solutions and Enterprise Transformation & Execution Lead through eXcelleRes.

I combine an early technical foundation in artificial intelligence with more than 28 years of experience connecting business, technology, leadership and organisational change.

My strength lies in systems thinking, recognising patterns and dependencies, asking the questions that uncover what is really blocking progress, and translating complexity into aligned decisions and practical execution.

I now apply this experience to AI Transformation & Adoption, supported by proportionate governance and evidence-based value realisation.

My focus and approach

Selected experienceGeselecteerde ervaring

Selected examples from my digital innovation, operations and transformation career demonstrate the leadership capabilities I now bring to AI. These are not presented as completed enterprise AI transformation client projects.

  • Wisdom / Ordina (1998–2001; later Sopra Steria): led early digital and e-business delivery projects using iterative DSDM approaches, connecting business needs, technology and stakeholders as internet-based applications emerged.
  • Amsterdam-Amstelland Police (2001–2003): established and managed a knowledge centre, including a business plan, service development, resources and multiple knowledge-management initiatives.
  • DPG Media / Sanoma (2010–2012): worked across digital media, websites, e-commerce and mobile initiatives, while developing project management and learning capabilities.
  • VR JAM (2022): helped establish the Dutch operation alongside the CEO, including recruiting and onboarding a local team, suppliers and operational processes.
  • AMS-IX (2022–2024): supported product, technology, migration and organisational change initiatives, strengthening alignment and cross-team delivery.
  • Alliander (2024–2026): worked in a complex SAP/DevOps environment on portfolio visibility, prioritisation, team collaboration and a new Work Management System platform team.

The common thread: understand the whole system, connect people and decisions, make dependencies visible and turn technology-enabled innovation into workable organisational change.

The AI relevance is the transfer of those capabilities, complemented by current AI-specific knowledge. No unverified AI client outcomes or performance figures are claimed.

How I think, lead and deliverDenken, leiden en uitvoeren

See better. Decide better. Execute better. I start with three questions:

  1. What are we trying to achieve?
  2. What is preventing us from achieving it?
  3. What needs to change so execution happens?

I use systems thinking and pattern recognition to make priorities, relationships, dependencies, decision-making, flow and accountability visible. By connecting leaders, business owners, product and technology experts and teams, I help create alignment and translate complex challenges into clear choices, realistic roadmaps and action.

Agile is a way of working I particularly enjoy. My approach combines multidisciplinary collaboration, empowered teams, transparency, iterative delivery, empirical feedback and continuous improvement. I help remove impediments, manage cross-team dependencies and strengthen ownership, capability and predictable flow.

I have led multi-team Agile delivery and trained and mentored Agile professionals. Scrum, Kanban and scaling methods are applied pragmatically when useful, never as goals in themselves.

For AI transformation, I also evaluate non-AI alternatives, human–AI work design, risk-based governance, adoption and measured business value.

Waves of innovationGolven van innovatie

My fascination with computers began around the age of twelve, with a Commodore VIC-20 home computer. In the years that followed, dial-up bulletin board systems (BBS) introduced me to electronic messaging and early online communities, long before the web became mainstream.

Science fiction, from Star Trek and Battlestar Galactica to stories of robots and intelligent machines, sparked my curiosity about what technology might one day make possible.

That interest eventually led me to study Artificial Intelligence at the University of Amsterdam in the 1990s, in one of the Netherlands’ early university AI programmes. During my studies, I worked with intelligent systems and neural networks.

I then led early internet, software and e-business projects, followed by roles in knowledge management, operations, digital portfolios, programmes and enterprise transformation.

I have used iterative and Agile delivery approaches since 1998 and have delivered Agile training, coaching and mentoring since 2010. Since 2003 I have led eXcelleRes.

Across successive waves of technology, my contribution has been to connect business and technology, organise people and decisions, and translate innovation into adopted organisational capabilities and measurable outcomes. Earlier digital transformation engagements are not presented as completed AI transformation projects.

My AI foundationsMijn AI-basis

During my Artificial Intelligence studies at the University of Amsterdam, I designed, programmed and explored neural networks, natural-language question-and-answer systems, Natural Language Processing (NLP), learning systems and robotics.

I also programmed Java-based software agents for RoboCup football. These agents had to observe their environment, build an internal picture of the playing field and other players, and coordinate with teammates to pursue a shared objective: playing together to win a match.

This early hands-on experience with intelligent behaviour and cooperating agents adds a technical dimension to my later work in digital innovation and organisational transformation.

The software agents of that era were very different from today’s large language model-based AI agents; the meaningful connection is the enduring challenge of observation, decisions, coordination, autonomy and human oversight. My current focus is on translating AI capabilities into responsible adoption, aligned execution and business value.

2003–2010 | eXcelleRes2003–2010 | eXcelleRes

In 2003 I co-founded eXcelleRes and further developed my work across business development, digital initiatives, organisational change and hands-on project execution. Between 2003 and 2006, I worked in business development and international partnership development with HES Consultancy. In 2006–2007, at Eperium, I led Agile e-commerce delivery; in 2007–2008, at Bache, I managed outsourcing projects; and in 2008–2009, at <…

2012–2022 | Transformation2012–2022 | Transformatie

Through eXcelleRes, I combined enterprise and organisational transformation work with coaching, multi-team Agile delivery, training, mentoring and capability development for clients in varied industries.

My responsibilities ranged from programme and project delivery to leadership coaching, scaling ways of working, improving delivery flow and developing professional skills.

Since 2010, I have designed and delivered Agile training and mentored Scrum Masters, Release Train Engineers and other delivery leaders, pragmatically applying Scrum, Kanban, SAFe, Scrum@Scale, LeSS and Nexus where useful.

In parallel, I contributed to international MBA teaching and thesis supervision with business schools including the University of Amsterdam Business School and Nyenrode.

The common thread: connect people, portfolios, leadership and technology, learn through iteration and make change sustainable. Specific client engagements and results should be evidenced individually rather than inferred from this career overview.

Applying experience to AIErvaring toepassen op AI

AI introduces specific challenges: reliability, human judgement, workflow design, data and security boundaries, delegated agent authority, and proof of incremental value. I address these with stakeholders and relevant specialists.

AI ValueForge and AACF are working approaches developed through eXcelleRes ModelForge to structure value and assurance decisions; illustrative analyses and pilots are not represented as independently verified client outcomes. Explore the AI transformation approach or read my analysis.

Discuss your challengeBespreek je vraagstuk

Based in Amsterdam and available for senior freelance and interim assignments. If your organisation needs an Enterprise Transformation & Execution Lead, an AI Transformation & Adoption Lead, programme or portfolio leadership, or pragmatic support with Agile delivery across teams, let’s discuss the challenge and what successful execution requires.

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