Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Taobao
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.
0.3%
+0.0% 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
Alibaba
Competitor Displacement Rate
0.3%
Competitors are displacing Taobao in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While Taobao is a dominant C2C platform, it faces increasing competition from B2C giants and niche e-commerce sites that offer more streamlined purchasing and better consumer protection.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[amazon.com][ebay.com]⚠️ Identified Vulnerability:Trust & Safety
Primary Threat Identified:Alibaba
Target Persona:Online Bargain Hunters
🚨 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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