Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
China Duty Free
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%
+0.3% 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
Lagardère Travel Retail
Competitor Displacement Rate
40.0%
Competitors are displacing China Duty Free 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: China Duty Free Group (CDFG) is a major player, but faces strong competition from international operators like Lagardère, especially in international airport locations, due to established global networks and brand partnerships.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[tripadvisor.com][booking.com][skyscanner.com]⚠️ Identified Vulnerability:Global Presence
Primary Threat Identified:Lagardère Travel Retail
Target Persona:International Travelers
🚨 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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