Monterrey, Mexico · abelardogarcia.com
I redesign how organizations operate in an AI-driven world.
Head of AI · Director de IA · Director de Transformación Digital · ExO Consultant
Most AI initiatives fail not because of technology, but because organizations are not designed to operate with it.
I work with leadership teams to redesign decision-making, execution, and intelligence flows across the organization.
Director de Inteligencia Artificial | Head of AI | Director de Transformación Digital | Monterrey, México
Ejecutivo especializado en transformación empresarial de IA y organizaciones exponenciales (ExO), con experiencia comprobada construyendo capacidades de inteligencia artificial que escalan en organizaciones de México y América Latina.
Expertise técnico: Large Language Models (OpenAI GPT, Anthropic Claude, Google Gemini), Sistemas Agénticos (LangChain, PydanticAI), Arquitectura Empresarial de IA, Azure AI, MLOps, RAG Architecture, Vector Databases.
Industrias: EdTech · FinTech · Manufactura · Telecomunicaciones · OPM
What I do
I help organizations move from isolated AI initiatives to integrated intelligence systems.
- AI Strategy aligned to business outcomes
- AI Operating Model design
- Agent-Ready Architecture
- Autonomous & augmented operations
- AI Governance at scale
- Exponential Organization (ExO) design
A different approach to AI transformation
Most companies treat AI as a technology layer. That leads to pilots that never scale.
AI is not just a capability — it is a structural shift.
To address this, I developed:
Framework
The Intelligence Stack Framework
A model to redesign organizations as systems of persistent intelligence:
- Environmental Intelligence
- Strategic Architecture
- Change Orchestration
- Autonomous Operations
- Governance & Sentinel
What I've built
- Led enterprise AI transformation serving 50,000+ end users across distributed operations
- Deployed 7 production AI systems using OpenAI GPT, Anthropic Claude, and Google Gemini
- Built agentic architectures with LangChain and PydanticAI processing 100K+ monthly interactions
- Designed AI Operating Models and governance frameworks for regulated environments
- Established MLOps practices and RAG architecture for enterprise knowledge management
- Drove measurable ROI through predictive analytics and intelligent automation
How I think about AI
AI is a mirror
It amplifies existing processes. Good systems improve. Broken ones fail faster.
Strategy before technology
The problem is rarely the model — it's how decisions and workflows are designed.
From tools to systems
Real value comes from integrated intelligence, not isolated use cases.
Selected insights
Recent LinkedIn activity
I share insights on AI strategy, agentic systems, and enterprise transformation on LinkedIn.
Media & Credentials
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YouTube
Transformación con IA Estratégica -
Podcast · Simplifying Analytics
Transformando la Educación: IA en la Experiencia Estudiantil -
Certification · Microsoft
Azure AI Fundamentals -
Certification · OpenExO
ExO Consultant -
Certification · OpenExO
ExO Foundations -
Certification · Collective Academy
Exponential Management x Tecmilenio -
Certification · Tec de Monterrey
Liderazgo para la Transformación Digital -
Certificate · QS Quacquarelli Symonds
QS EduData Summit 2023 -
Specialization · University of Alberta
Software Product Management Specialization -
Certification · PMI
PMI PMO Certified Professional (PMI-PMOCP) -
Certification · PMI
PMO Certified Practitioner (PMO-CP)
How I operate
Outside of work, I'm drawn to systems that require discipline, iteration, and real-world feedback.
I train for endurance sports, which reinforces how I think about long-term execution and resilience.
I also enjoy building and modifying things — from AI systems to mechanical setups — which keeps my approach grounded in practical problem-solving.
Contact
If you're exploring how AI can become a core part of how your organization operates, I'd be glad to connect.