Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Mars
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: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 Mars 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: Mars faces significant competition from Hershey's, especially in emerging markets and with new product introductions. Hershey's strong distribution and diverse product portfolio pose a constant threat.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hersheys.com][nestle.com]⚠️ Identified Vulnerability:Market Dominance
Primary Threat Identified:Hershey's
Target Persona:Confectionery 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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