How we work together


Everything starts with understanding where you currently stand with AI systems, and building from there.

I work with Web3 founders and teams on a single problem: making sure AI systems can find, interpret, and accurately represent their project. The work is structured as a system, not a set of fragmented services, and every engagement begins in the same place.

The two ways to work together

AI visibility audit
A structured audit of how AI systems currently describe your project: what they get right, what they distort, and what’s driving both. You receive a written report and a prioritised roadmap. This is where every engagement starts.

Read more about the audit →

The AI visibility system
The full done-for-you engagement. Built across three layers—explainability, authority, and AI-ready content architecture—the system takes the audit findings and implements the work needed to change how AI systems represent your project over time.

Read more about the system →