Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
K11
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.
20.0%
-3.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
K11 MUSEUM
Competitor Displacement Rate
40.0%
Competitors are displacing K11 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: K11 MUSEUM is increasingly dominating searches related to art and luxury retail experiences in Hong Kong. K11's brand presence is being overshadowed by its more prominent cultural and commercial counterpart.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[k11musea.com][pmq.com.hk][harbourcity.com.hk]⚠️ Identified Vulnerability:Brand Recognition
Primary Threat Identified:K11 MUSEUM
Target Persona:Art & Luxury Consumers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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