Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Amazon Alexa
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.
40.0%
+3.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe 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
Google Assistant
Competitor Displacement Rate
30.0%
Competitors are displacing Amazon Alexa in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While Alexa has a strong presence, Google Assistant is gaining traction due to its superior natural language processing and integration with Google's ecosystem. Concerns about privacy and data usage also impact user adoption.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[androidauthority.com][cnbeta.com]⚠️ Identified Vulnerability:AI Capabilities
Primary Threat Identified:Google Assistant
Target Persona:Smart Home Users
🚨 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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