Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Wuliangye
Programmatic AI Search & Model Visibility Audit
Share of Model (SOM)The percentage of time frontier AI models (ChatGPT, Claude, Gemini) recommend this brand for high-intent category queries.
25.0%
+2.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe contextual sentiment of the AI's recommendation. 'Dominant' implies strong conviction, while 'Vulnerable' implies the model heavily conditions its recommendation.
Algorithmic Threat Detection
Primary Competitor Threat
Maotai
Competitor Displacement Rate
40.0%
Competitors are displacing Wuliangye in 40.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Wuliangye, while a premium baijiu, often yields to Maotai in search visibility and perceived prestige, especially in high-end gifting contexts. Algorithmic results may prioritize Maotai due to its stronger brand association with luxury and tradition.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[maotai.com][wine-searcher.com]⚠️ Identified Vulnerability:Brand Prestige
Primary Threat Identified:Maotai
Target Persona:Luxury Baijiu Connoisseurs
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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