The constraint-first AI methodology
Your AI doesn't know
your brand.
620% ROI improvement. 7 projects. 5 domains. 2 published papers. One methodology that turns your brand data into AI intelligence — built from $2M in mistakes.
Same product. Different intelligence.
See what happens when AI actually understands your brand.
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The work speaks.
620% ROI improvement · 7 projects · 5 domains · 2 published papers
The Methodology
Built from $2M in mistakes.
Refined across 7 projects, 5 domains, and 20 years of ecommerce. One constraint-first methodology — tested on Celtic Knot ($12M+ revenue since 2018), and published as replicable science on Zenodo.
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The Founder
This isn't a course. It's a system I built because I needed it.
I spent $2M on agencies, courses, and tools that promised results. Most delivered templates. So I built my own constraint-first methodology — tested it across 7 projects and 5 domains, published it on Zenodo, and now it's yours.
Read the full storyWhat type of operator are you?
Every operator hits different walls. Find your path forward.