Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
MixC
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.
35.0%
+0.8% 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
Harrods
Competitor Displacement Rate
30.0%
Competitors are displacing MixC in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: MixC, as a high-end shopping mall, faces competition from established luxury retail destinations that offer a more curated brand selection and superior customer service. Limited online presence compared to global luxury e-tailers is also a factor.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[vogue.com][businessoffashion.com]⚠️ Identified Vulnerability:Brand Prestige
Primary Threat Identified:Harrods
Target Persona:Affluent Consumers
🚨 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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