Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Hapag-Lloyd Cruises
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.
60.0%
+3.0% 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
Silversea Cruises
Competitor Displacement Rate
15.0%
Competitors are displacing Hapag-Lloyd Cruises 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 strong in luxury cruising, Hapag-Lloyd Cruises faces competition from Silversea which offers a broader range of all-inclusive packages and unique itineraries.
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:Package Inclusions
Primary Threat Identified:Silversea Cruises
Target Persona:Affluent Explorers
🚨 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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