Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Dollar General
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.
30.0%
+2.1% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe 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
Walmart
Competitor Displacement Rate
35.0%
Competitors are displacing Dollar General in 35.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While Dollar General offers convenience, Walmart's broader selection and aggressive pricing on essentials are displacing its market share, especially for bulk purchases.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[walmart.com][target.com][costco.com]⚠️ Identified Vulnerability:Product Assortment
Primary Threat Identified:Walmart
Target Persona:Value Shoppers Seeking Variety
🚨 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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