Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Horizon Organic
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%
-5.0% 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
Organic Valley
Competitor Displacement Rate
20.0%
Competitors are displacing Horizon Organic in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Horizon Organic is losing visibility to competitors with wider distribution and more aggressive promotional pricing, particularly for staple organic milk products.
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]⚠️ Identified Vulnerability:Distribution
Primary Threat Identified:Organic Valley
Target Persona:Health-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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