Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Keurig
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.
35.0%
+3.0% 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
Nespresso
Competitor Displacement Rate
20.0%
Competitors are displacing Keurig 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: Keurig's dominance in the single-serve coffee market is challenged by Nespresso's premium appeal and broader pod variety, impacting market share in higher-end segments.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[nytimes.com][wirecutter.com]⚠️ Identified Vulnerability:Pod Ecosystem
Primary Threat Identified:Nespresso
Target Persona:Home Baristas
🚨 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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