Three building blocks interlock. The Resonance Twin Model makes personas measurable. The Modeling Engine translates brand knowledge into a verifiable pipeline. And the GEO Score measures what reaches ChatGPT, Perplexity, Google AI Mode and Claude in the end. Substantive and traceable, on a scientifically grounded foundation.
Classical personas are stories without data. The Resonance Twin turns each persona into a quantified model. Impact becomes measurable, not guessed.
One engine, three layers, nine components. Each component has a clear input, a clear output and a verifiable quality threshold.
AI visibility becomes measurable instead of guessed. Four AI metrics, weighted across four quality layers, give one value that shows where you stand today.
Model, engine and score are the foundation. In the operational flow they become three phases with three steps each, from context capture through market analysis to the final outcome.
In the free audit we apply model, engine and score to your company. We assess your current AI visibility, compare it against the competition and deliver a concrete roadmap.