Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Seiyu
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.
15.0%
-5.0% 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
Aeon
Competitor Displacement Rate
40.0%
Competitors are displacing Seiyu 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: Struggles with online presence and e-commerce integration compared to larger Japanese retailers like Aeon. Lacks strong customer loyalty programs for online shoppers.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[japantoday.com][retailgazette.com]⚠️ Identified Vulnerability:E-commerce Integration
Primary Threat Identified:Aeon
Target Persona:Online Grocery Shoppers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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