Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
RISC-V
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.
0.1%
+0.1% 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
ARM
Competitor Displacement Rate
0.3%
Competitors are displacing RISC-V in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: RISC-V, as an open-source instruction set architecture, is rapidly gaining traction against proprietary solutions like ARM. Its flexibility and licensing model attract significant developer interest, posing a growing threat.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[linuxfoundation.org][anandtech.com]⚠️ Identified Vulnerability:Open Standard Adoption
Primary Threat Identified:ARM
Target Persona:Chip Designers & Embedded Systems Engineers
🚨 Threat Velocity:9/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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