Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Minute Maid
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.
12.0%
-1.0% 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
Tropicana
Competitor Displacement Rate
18.0%
Competitors are displacing Minute Maid in 18.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Tropicana maintains a strong market position with consistent product availability and effective advertising. Minute Maid's search visibility is challenged by Tropicana's established brand loyalty.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[tropicana.com][purewow.com]⚠️ Identified Vulnerability:Brand Recognition
Primary Threat Identified:Tropicana
Target Persona:Juice Consumers
🚨 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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