Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
SensL
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.
10.0%
-10.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
ON Semiconductor
Competitor Displacement Rate
45.0%
Competitors are displacing SensL in 45.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: SensL struggles to match the comprehensive product portfolios and established supply chains of larger players in the LiDAR sensor market.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[allcarstechs.com][auto-news.com]⚠️ Identified Vulnerability:Market Share
Primary Threat Identified:ON Semiconductor
Target Persona:Automotive LiDAR Developers
🚨 Threat Velocity:8/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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