Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Costco
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.
50.0%
+4.5% 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
Sam's Club
Competitor Displacement Rate
25.0%
Competitors are displacing Costco in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Costco demonstrates strong algorithmic performance, often leading in searches for warehouse club value. While Sam's Club is a competitor, Costco's brand loyalty and perception of superior value contribute to its higher visibility.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[samsclub.com][bj.com]⚠️ Identified Vulnerability:Brand Loyalty
Primary Threat Identified:Sam's Club
Target Persona:Budget-Conscious Shoppers
🚨 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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