Methodology · Engine
Modeling Engine
One engine, three layers, nine components. Each component has a defined input, a measurable output and a verifiable quality threshold. Modeling becomes a reproducible craft.
Context — what we know about you and your brand
Three components: website crawl, Knowledge Graph extraction and review mining. Output: a complete picture of your current external presence, including gaps and contradictions.
Market — how your market works in AI today
Three components: persona modeling (Resonance Twin), research prompts per persona stage and competitive mapping. Output: the full relevant query spectrum mapped to personas and competitors.
Output — what feeds the pipeline in the end
Three components: distillation, persona audit gate and FAQ library (brand, brand-mention, non-brand). Output: a complete content and knowledge set ready to be built into your platforms.
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