AI-native tools · MCP servers · AI training
I build AI-native systems and internal tools around how your business already works, and connect them to Claude and ChatGPT so your team can work with real data in plain language.
Your data and processes, available inside Claude or ChatGPT. I build MCP servers that let your team ask, update and act on real business data in plain language, with the permissions and audit trail a real system needs.
Hands-on workshops that move a team from “we tried ChatGPT once” to daily habits: prompting on real work, connecting tools, and knowing what to trust. Built around your workflows, not generic demos.
When spreadsheets and off-the-shelf SaaS feel like a straitjacket, I build the app your process actually needs: dashboards, pipelines, finance and operations tools, and the automations between them.
Case study · my own product
Business coaches run their whole practice from Claude or ChatGPT: preparing sessions, logging them, tracking actions and goals, and sending DISC and VAK assessments. Their coachees follow their own progress from their own AI assistant.
No forcing your team into someone else’s process. The tool adapts to what you do and how you do it.
Hand over the copy-paste, the reminders and the reports, and get back the hours your business needs.
No “enterprise tier” wall. Your tools evolve at the pace of your business.
I’m a generalist and a problem-solver. I’ve grown teams and departments in corporate environments and led operations for small boutique companies. I grasp strategy quickly, then build the tools that help teams and entrepreneurs execute and reach their goals fast.
Today most of that work is AI-native: connecting the systems a business already has to the AI assistants its people already use, and teaching them to get real value from it.
“Miguel is a reTool expert who bring deep technical knowledge, a creative practical approach to problem solving, and brings a collaborative spirit to projects. He knows the reTool platform inside and out & has built very complex applications for us involving genAI, knowledge graphs (neo4j), and custom UI components and a load of third party API integrations. Give Miguel a problem and he will come up with a creative solution. I’ve managed programmers for over 25 years, he is easily in the top 1%”
Jeff DalglieshData² · via Contra“I worked with Miguel to build an early-stage pilot of a specialized operating system for the private equity space, and he was outstanding. He’s highly proficient in Retool and executes quickly, but what really sets him apart is his strategic thinking. He approached the work as a partner, not just a developer. … The pilot we developed is now a strong foundation for production, and I would work with him again without hesitation.”
Peter LyonsFounder, Valience · via LinkedIn“Miguel is one of the most professional and effective consultants I’ve ever worked with. … What really sets Miguel apart is his approach to collaboration—he genuinely cares about empowering his clients. Rather than treating every interaction as a billable moment, he focuses on teaching and knowledge-sharing so your team can become self-sufficient and successful long after the engagement ends. … He’s the kind of partner you want involved early, because he elevates both the solution and the team building it.”
Lucas FerreiraInnovation & workflow lead, MBA · via LinkedIn“Thanks to Miguel we were able to replace several excel files with efficient applications. We now have all the data we need in the same place, which enables the creation of timely reports. His dedication and quick responses have truly impressed me.”
Rachel TurnerFounder, VC Talent Lab“Miguel helped us develop an e-commerce inventory and order management software. The intuitive interface and powerful features have made us save hundreds of hours of work, and it has made collaboration with my team a breeze. Miguel goes above and beyond to help.”
Gareth MitchellManaging Director, Collaber Connect“I’ve had the pleasure of working with Miguel and highly recommend him for any tech-driven role. He has an exceptional ability to lead and implement technological solutions with a strong focus on client needs. Miguel is always proactive, continuously suggesting improvements and enhancements that make a real difference in how platforms perform and deliver value. His collaborative spirit and deep technical insight make him a key asset to any team.”
David DávilaTop 3 LATAM Coach, ActionCOACHIf you answer “yes” to any of these, write to me: