Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
KB Asset Management
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%
+0.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe 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 Asset
Competitor Displacement Rate
0.2%
Competitors are displacing KB Asset Management in 0.2% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Offers a range of investment funds but is outpaced by competitors integrating advanced AI for portfolio optimization and personalized investment strategies. Its digital platform is functional but lacks sophisticated analytics and client-facing tools.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[fnirate.com][etf.com]⚠️ Identified Vulnerability:AI Portfolio Optimization
Primary Threat Identified:Samsung Asset
Target Persona:Sophisticated Investors
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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