Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Waze
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.
40.0%
+0.7% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
Google Maps
Competitor Displacement Rate
20.0%
Competitors are displacing Waze in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Google Maps' superior integration with other Google services and more comprehensive real-time traffic data are steadily eroding Waze's user base, especially for integrated navigation needs.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[google.com][maps.apple.com]⚠️ Identified Vulnerability:Ecosystem Integration
Primary Threat Identified:Google Maps
Target Persona:Commuters seeking integration
🚨 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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