I started building if/else bots and Python scripts for automations back in 2016. Over time I focused more on automation, and in 2020 I started experimenting with AI. What I realized is that the value in AI is a traffic channel — that’s the part I’ve found valuable. I picked AI visibility because that traffic channel is where the next decade of business discovery is happening — and most sites aren’t built for it.
Since February 2024, I’ve been testing what AI systems actually weight when deciding which websites to cite. The methodology — content quality, structural clarity, evidence density — is published openly across briefings, frameworks, and the live data feed. A growing portfolio of production sites runs the framework, and crawler data from each is published in real time as proof that the work translates beyond the lab.
Open to co-research or conversation. If you’re building, testing, or running experiments in this space, find me on LinkedIn — let’s talk.
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