Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Frito-Lay
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.
0.3%
+0.0% 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
Utz Brands
Competitor Displacement Rate
0.3%
Competitors are displacing Frito-Lay in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Frito-Lay faces increasing competition from niche snack brands offering unique flavor profiles and healthier ingredient options. Their perceived lack of innovation in certain categories is a vulnerability.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[instacart.com][amazon.com]⚠️ Identified Vulnerability:Flavor Innovation
Primary Threat Identified:Utz Brands
Target Persona:Snack enthusiasts seeking novel flavors
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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