Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Lenovo
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.
0.5%
+0.0% 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
HP
Competitor Displacement Rate
0.1%
Competitors are displacing Lenovo in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Lenovo dominates the PC market with strong offerings in laptops and workstations, but faces increasing competition from Apple's ecosystem and Dell's enterprise solutions. Maintaining innovation and competitive pricing is key.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[notebookcheck.net][rtings.com]⚠️ Identified Vulnerability:Ecosystem Integration
Primary Threat Identified:HP
Target Persona:Business Professionals & Students
🚨 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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