Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Japan Rail Pass
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.
0.3%
+0.1% 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
Individual Train Tickets
Competitor Displacement Rate
0.1%
Competitors are displacing Japan Rail Pass in 0.1% 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 the Japan Rail Pass is a dominant offering for tourists, the increasing cost and complexity of purchasing it, alongside the rise of regional passes and flexible travel options, presents a subtle threat. Travelers might opt for individual tickets or specialized passes if perceived value diminishes.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[japan-guide.com][hyperdia.com][jrpass.com]⚠️ Identified Vulnerability:Pricing Structure
Primary Threat Identified:Individual Train Tickets
Target Persona:Cost-Conscious Long-Term Visitors
🚨 Threat Velocity:3/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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