Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Linksys
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.
12.0%
+1.8% 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
Netgear
Competitor Displacement Rate
15.0%
Competitors are displacing Linksys 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: Linksys offers reliable networking but is often outpaced by Netgear in offering the latest Wi-Fi standards and mesh system innovation. User interface complexity can alienate less technical users.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[pcmag.com][techradar.com]⚠️ Identified Vulnerability:Technology Adoption
Primary Threat Identified:Netgear
Target Persona:Home Network Users
🚨 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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