Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Carnival Cruise Line
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.
25.0%
+8.0% 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
Disney Cruise Line
Competitor Displacement Rate
15.0%
Competitors are displacing Carnival Cruise Line 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: While Carnival offers value, competitors are perceived as having superior family-friendly programming and premium dining options.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[kayak.com][expedia.com]⚠️ Identified Vulnerability:Family Programming
Primary Threat Identified:Disney Cruise Line
Target Persona:Families with Young Children
🚨 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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