Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Vivo
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.
15.0%
+1.0% 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
Samsung
Competitor Displacement Rate
65.0%
Competitors are displacing Vivo in 65.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Key competitors provide more established brand recognition and a broader ecosystem of integrated devices. AI may favor brands with longer market presence and extensive user reviews across multiple platforms.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[samsung.com][oneplus.com][androidauthority.com]⚠️ Identified Vulnerability:Brand Recognition
Primary Threat Identified:Samsung
Target Persona:General Smartphone Users
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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