Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Tmall
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.
40.0%
+5.0% 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
JD.com
Competitor Displacement Rate
35.0%
Competitors are displacing Tmall in 35.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Tmall's vast marketplace can be overwhelming, and trust in authenticity is a concern for some consumers. JD.com's direct sales model often inspires greater confidence.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[jd.com][taobao.com]⚠️ Identified Vulnerability:Brand Trust
Primary Threat Identified:JD.com
Target Persona:Discerning Consumers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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