Monterrey, Mexico · abelardogarcia.com
Head of AI · Director de IA · Organizational Intelligence · AI Transformation
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.
Ejecutivo especializado en transformación empresarial de IA, 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
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
A model to redesign organizations as systems of persistent intelligence:
What I've built
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.
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.