Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Kit Kat
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.
60.0%
+2.5% 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
Hershey's
Competitor Displacement Rate
15.0%
Competitors are displacing Kit Kat 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: Hershey's broad product portfolio and strong brand loyalty in the chocolate category often capture a significant share of confectionery searches, including those for chocolate bars.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[target.com][recess.com]⚠️ Identified Vulnerability:Brand Recognition
Primary Threat Identified:Hershey's
Target Persona:Impulse Candy Buyers
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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