Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Great Products
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.
5.0%
-15.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NegativeThe 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
Amazon
Competitor Displacement Rate
40.0%
Competitors are displacing Great Products 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: Generic product listings and lack of unique selling propositions. Competitors dominate with vast selection and fast shipping.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[amazon.com][walmart.com]⚠️ Identified Vulnerability:Brand Differentiation
Primary Threat Identified:Amazon
Target Persona:Online Shoppers
🚨 Threat Velocity:10/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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