Vtf = Σ (Ci · Ri · Fi) × λ
Vtf: Visibility Index score
Ci: Citation frequency
Ri: Retrieval rank
Fi: Fidelity coefficient
Generative Search Infrastructure
Traditional SEO is dead.
We build Generative Authority.
Timberflow engineers information architectures that position your brand as the canonical source across LLM-driven search surfaces: ChatGPT, Perplexity, Gemini, and Claude.
§ 002 — Technical Framework