AI builder + brand founder
From the first spark to the finished thing. I turn AI into brands, stories, and systems that work in the real world.
Two different creative lanes, connected by one working principle: build the useful version.
01
Brand and commerce
A golf brand built around confident style, community, and showing up as yourself.
I use AI as a working partner across creative direction, product storytelling, campaign production, and the systems behind the storefront.
Visit Estilo Golf Co.
02
The AI Test Cabin
Real tests. Visible evidence. Honest limits. AI tools put to work at The AI Test Cabin.
Source-backed tests, comparisons, and build stories with Operator Tonka. Follow the process, see the evidence, and explore the interactive demos.
Watch TonkaToyXL on YouTube
From the workbench & beyond
Notes from my brands, plus the latest from the people building AI.
Real tests, build notes, and AI tools put to work.
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Golf, community, and what’s taking shape at Estilo.
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Inside the process · September 2026
A good output is useful once. A good workflow makes the next one easier. These are the systems I build around my projects.
A repeatable production workflow for TonkaToyXL: verify the story, find the useful angle, then bring narration, visuals, and captions together.
Product storytelling and campaign production for Estilo Golf Co., with the actual product and the brand voice guiding every creative decision.
AI prototypes, workflow automation, and practical guides built around a real task. My latest workflow audit tested the full agent handoff journey and identified ways to reduce repeated work while preserving useful context.
An interactive home for TonkaToyXL’s AI demos, videos, and short-form stories. A place to explore what the tools can do through the work itself.
Step inside the cabinPublished as M. J. Canizales
As M. J. Canizales, I turn overloaded parts of everyday life into clear, adaptable guides.
Practical Systems for Real Life
A practical household operating system for sharing ownership, reducing reminders, and keeping home running when one person steps away.
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Explore all books on AmazonI am interested in the distance between an exciting idea and a finished thing people can actually use.
AI helps me move through that distance faster. Judgment, care, and the final standard still belong to the builder.
Follow along for the real process behind the brands, media, books, and AI systems I am building.
Follow my work on LinkedIn