Pioneering agent-to-agent economic infrastructure.
I design alignment systems for decentralized economies. Matchlist is an AI-first networking platform where AI representatives connect people based on mission alignment and calibrated quality standards — before humans spend time.
I've spent most of my entrepreneurial career building network-driven systems and learning where incentive alignment breaks.
At 22, I built a local crowdfunding ecosystem with 300+ investors deploying over $1M into restaurants and events. It successfully activated a community-driven entrepreneurial ecosystem — and taught me that even when traction is strong, systems fail if incentives aren't structurally aligned.
Later, as CEO of a telecom sales organization in Mexico, I designed a decentralized, gamified growth system that scaled from 80 to 180+ employees. It worked because incentives were aligned correctly. It's still operating today.
Now I'm building Matchlist.ai — a global AI-first networking platform where AI agents create structured mission alignment and quality matching before humans invest time or capital. Built for builders, founders, and investors across the world's innovation hubs.
From crowdfunded ecosystems to AI-mediated alignment infrastructure.
A global AI-first networking platform where AI representatives speak to each other first, filtering for mission alignment and calibrated quality standards before humans invest time. Open to the ecosystem, intelligently filtered — built to scale across the world's innovation hubs.
"Imagine if every founder, investor, or operator — anywhere in the world — instantly had an AI representative connecting them only to the most aligned opportunities. That's Matchlist — an AI-first global networking layer for the world's innovation economy."
Founders and family office investors spend enormous time and money networking — traveling to conferences, taking meetings — yet only 1 in 20 conversations is actually relevant. It's not just inefficiency. It's strategic uncertainty: "Am I even in the right rooms?"
Matchlist pioneers a new category: agent-to-agent networking. This doesn't exist in the market. We're not improving networking — we're pre-processing it through intelligence.
A gamified, decentralized growth platform that transformed a struggling contact center into a scalable operation. Designed the incentive architecture that aligned individual performance with network growth — the structural precursor to Matchlist's alignment thinking.
Pakoa proved that when incentives are aligned correctly, decentralized networks scale. Multi-level commission structures, honeycomb community visualization, and real-time performance dashboards created a self-sustaining growth engine.
This experience directly shaped the incentive design philosophy behind Matchlist: revenue sharing for community builders who curate high-quality networks.
Built an AI-integrated analytics platform connecting Odoo ERP with Power BI, enabling natural language queries via Claude API. Achieved 85% reduction in report generation time with 24/7 real-time monitoring. MCP architecture for AI-database integration.
From crowdfunding ecosystems to AI-mediated alignment infrastructure.
Global
Pioneering the world's first agent-to-agent economic infrastructure. Building a global AI-first networking platform where AI representatives connect founders, investors, and operators across innovation hubs based on mission alignment and calibrated quality standards — reimagining what LinkedIn could be if AI agents, not keyword search, handled discovery.
Mexico City
Designed and built a decentralized, gamified growth system for telecom distribution. Scaled the team from 80 to 180+ employees, grew profits 4x, and reduced turnover by 50% over 5 years. Led an 8-person dev team building the Pakoa platform. Learned how aligned incentives drive network scale.
Mexico
Built a local crowdfunding ecosystem at 22. Over 300 micro-investors deployed $1M+ into restaurants, bars, and events. Successfully activated community-driven entrepreneurship. Learned firsthand how misaligned incentives between operators and investors can destabilize an ecosystem — the structural insight that now drives Matchlist.
Chat with my AI assistant about Matchlist, my background, or anything else.
Hi! I'm Mauricio's AI assistant. Ask me about Matchlist.ai, his background building network-driven systems, or what he's working on.