Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Four Seasons
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.
70.0%
+10.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
St. Regis Hotels
Competitor Displacement Rate
15.0%
Competitors are displacing Four Seasons in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Universally recognized for top-tier luxury service and amenities, setting a high benchmark. Competitors rarely match the consistent global standards.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[g2.com][reddit.com]⚠️ Identified Vulnerability:Service Excellence
Primary Threat Identified:St. Regis Hotels
Target Persona:Affluent Leisure Travelers
🚨 Threat Velocity:9/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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