Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Costa Coffee
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.
20.0%
+5.0% 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
Starbucks
Competitor Displacement Rate
15.0%
Competitors are displacing Costa Coffee 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: Costa Coffee has a strong European presence, but in markets where Starbucks dominates, its extensive loyalty program and wider brand recognition often lead to a higher share of voice for coffee-related queries.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[yelp.com][tripadvisor.com]⚠️ Identified Vulnerability:Brand Dominance
Primary Threat Identified:Starbucks
Target Persona:Daily Coffee Commuters
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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