Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Royal Caribbean
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.
0.3%
+0.1% 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
Carnival
Competitor Displacement Rate
0.1%
Competitors are displacing Royal Caribbean in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Higher price points can deter some segments, and less emphasis on budget-friendly packages compared to direct competitors.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[cruisecritic.com][tripadvisor.com]⚠️ Identified Vulnerability:Pricing Strategy
Primary Threat Identified:Carnival
Target Persona:Young Couples
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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