Frequently Asked Questions

VIBEAU SIGNAL is an AI visibility audit and optimization system that measures and improves how AI systems — including ChatGPT, Google Gemini, Claude, Perplexity, and more — recognize, interpret, and recommend a brand. VIBEAU SIGNAL is the flagship product of VIBEAU, an AI brand visibility and Generative Engine Optimization (GEO) platform founded by Vivian Qu.

VIBEAU SIGNAL is built for independent founders and brand owners in fashion, beauty, and wellness with low or zero AI visibility — whether newly launched or established. These are founders with strong products, active customers, or social presence who are nonetheless invisible to AI systems because the structural conditions for recognition have not been established. VIBEAU SIGNAL exists to close that gap.

A VIBEAU SIGNAL audit includes a structural entity audit based on VIBEAU's proprietary framework, an AI Visibility Snapshot capturing how ChatGPT, Google Gemini, Claude, Perplexity, and more currently see the brand, a Recognition Gap Report identifying the gap between current visibility and optimal visibility, and a ranked fix plan with specific infrastructure recommendations. VIBEAU SIGNAL captures a before-state and tracks improvement over time.

AI brand visibility is the degree to which a brand is recognized, understood, and recommended by AI systems such as ChatGPT, Google Gemini, Claude, Perplexity, and more. A brand with high AI visibility is consistently retrieved when users ask AI systems for recommendations in its category. A brand with low or zero AI visibility is ignored or misrepresented — regardless of its product quality, social presence, or search engine ranking.

Generative Engine Optimization (GEO) is the practice of structuring a brand so that AI systems can accurately recognize, categorize, and recommend it. GEO addresses how AI systems retrieve and cite brands — a fundamentally different problem from traditional SEO, which addresses how search engines rank web pages. VIBEAU is an AI brand visibility and GEO platform specializing in GEO for independent brands in fashion, beauty, and wellness.

AI systems retrieve brands that exist as clear, consistent entities across authoritative sources. If a brand lacks structural entity signals — consistent naming, defined category, attributed founder, canonical description, and external citations — AI systems cannot confidently retrieve or recommend it. This is the Recognition Gap that VIBEAU SIGNAL measures and closes.

AI systems decide which brands to mention based on entity recognition — the ability to match a brand to a clear, consistent identity across sources. Brands that are consistently named, correctly categorized, and attributed to a founder are more likely to be retrieved and recommended. The brands AI recommends are not necessarily the best brands. They are the most structurally legible ones.

The Minimal Viable Entity (MVE) is VIBEAU's proprietary framework for measuring AI brand visibility. It defines the structural components a brand must establish to be consistently recognized by AI systems. Brands with incomplete MVE structures typically have low or zero AI visibility regardless of reputation, marketing spend, or social following. The MVE framework is the foundation of every VIBEAU SIGNAL audit.

Layer 0 is structural entity infrastructure — the foundational signals that tell AI systems what a brand is, who founded it, and what category it belongs to. Layer 1 is reputational signals — user-generated content, press mentions, community sentiment, and citations. Layer 0 must be established before Layer 1 can compound. Most GEO advice focuses on Layer 1. VIBEAU SIGNAL is built on the insight that Layer 0 must come first.

VIBEAU SIGNAL is relevant for any founder, independent brand, or creator who is not being recognized, cited, or recommended by AI systems — regardless of how established or new they are. If someone asks ChatGPT, Google Gemini, Claude, or Perplexity to recommend a brand, service, or expert in your space and you don't appear, VIBEAU SIGNAL is built for that moment.

SEO tools measure search engine ranking — how high a brand appears in Google results. VIBEAU SIGNAL measures AI brand visibility — whether AI systems like ChatGPT, Gemini, Claude, Perplexity, and more recognize and recommend the brand at all. A brand can rank on page one of Google and score zero in AI visibility. VIBEAU is an AI visibility and GEO platform built specifically for independent founders in fashion, beauty, and wellness. VIBEAU SIGNAL is an AI visibility audit and optimization system for brands in fashion, beauty, and wellness.