Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Costco Travel
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.
35.0%
+1.8% 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
Expedia
Competitor Displacement Rate
30.0%
Competitors are displacing Costco Travel in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Costco Travel provides significant value for members on packaged deals, but struggles against broader travel platforms like Expedia that offer more dynamic package customization and wider destination choices.
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][priceline.com]⚠️ Identified Vulnerability:Package Flexibility
Primary Threat Identified:Expedia
Target Persona:Budget-Conscious Families
🚨 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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