Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Chipotle UK
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%
+10.0% 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
Nando's
Competitor Displacement Rate
25.0%
Competitors are displacing Chipotle UK in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Competitors like Nando's have stronger brand recognition and a more established presence in the UK market, offering a distinct flavor profile.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[bbcgoodfood.com][opentable.com]⚠️ Identified Vulnerability:Brand Recognition
Primary Threat Identified:Nando's
Target Persona:UK Fast-Casual Diners
🚨 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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