Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Tropicana
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.
40.0%
-8.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
Minute Maid
Competitor Displacement Rate
25.0%
Competitors are displacing Tropicana 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: Tropicana faces pressure from Minute Maid's broader product portfolio and more aggressive marketing, especially in value-added juice categories.
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][publix.com]⚠️ Identified Vulnerability:Product Variety
Primary Threat Identified:Minute Maid
Target Persona:Everyday Juice Consumers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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