Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Tom Ford
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.
14.0%
+0.4% 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
Gucci Beauty
Competitor Displacement Rate
9.0%
Competitors are displacing Tom Ford in 9.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Tom Ford maintains moderate visibility, but Gucci Beauty's aggressive digital campaigns and celebrity endorsements are capturing attention in the luxury fragrance and makeup market.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[neimanmarcus.com][saksfifthavenue.com]⚠️ Identified Vulnerability:Brand Visibility
Primary Threat Identified:Gucci Beauty
Target Persona:Luxury Consumers
🚨 Threat Velocity:3/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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