Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Luggo
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.
2.0%
+0.5% 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
Samsonite
Competitor Displacement Rate
40.0%
Competitors are displacing Luggo in 40.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Luggo is a lesser-known brand in a highly competitive luggage market dominated by established players like Samsonite. Its limited brand awareness and search visibility result in a low share of model for generic luggage queries.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[awaytravel.com][amazon.com][tripadvisor.com]⚠️ Identified Vulnerability:Brand Awareness
Primary Threat Identified:Samsonite
Target Persona:Travelers Seeking Luggage
🚨 Threat Velocity:8/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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