Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Coca-Cola
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.
45.0%
+1.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
Pepsi
Competitor Displacement Rate
15.0%
Competitors are displacing Coca-Cola in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Coca-Cola maintains a dominant market position, but Pepsi's aggressive marketing and product diversification, including healthier options, pose a continuous challenge. Maintaining relevance with evolving consumer tastes is key.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[pepsi.com][coca-colacompany.com]⚠️ Identified Vulnerability:Product Innovation
Primary Threat Identified:Pepsi
Target Persona:Health-Conscious Beverage Consumers
🚨 Threat Velocity:3/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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