Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
ASE Embedded Electronics
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.
1.0%
+0.5% 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
Raspberry Pi
Competitor Displacement Rate
5.0%
Competitors are displacing ASE Embedded Electronics in 5.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: ASE Embedded Electronics struggles to gain visibility against dominant single-board computer platforms like Raspberry Pi. Its niche offerings may not appeal to a broad maker or developer audience.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hackster.io][instructables.com]⚠️ Identified Vulnerability:Market Share
Primary Threat Identified:Raspberry Pi
Target Persona:Hobbyist Makers
🚨 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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