Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Target
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%
+2.5% 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
5.0%
Competitors are displacing Target in 5.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Target faces displacement from Walmart due to a perceived broader product selection and more aggressive pricing on everyday essentials. Customers seeking a one-stop shop for lower-cost items may be diverted.
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][amazon.com]⚠️ Identified Vulnerability:Price Competitiveness
Primary Threat Identified:Walmart
Target Persona:Budget-Conscious Families
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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