Growth Utilities.
Data-driven tools built for the generative search era. Audit your performance, forecast your outcome, and scale your influence.
SEO ROI Calculator
Professional revenue forecasting based on search volume and ranking opportunity distributions.
AI Visibility Checker
Audit your content for 'Generative Search Visibility' (GSV). Diagnostics for AEO/GEO readiness.
Why build tools for the open web?
In an era defined by AI summarization, transparency and data ownership are the only moats. I build these utilities to help brands move from guessing to knowing exactly how they are seen by generative engines. These aren't just toys—they are professional-grade frameworks for high-growth SaaS and Enterprise teams.
Accuracy First
Our calculators use weighted outcome distributions rather than simple linear projections, accounting for real-world SERP volatility.
GEO Readiness
The AI visibility checker is trained on current RAG patterns to identify where LLMs fail to extract your brand's core value.
Privacy Centric
We don't store your proprietary search data. All calculations are performed on-the-fly to ensure enterprise-grade security.