Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
Hana Capital
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.
12.0%
0.0% 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
Hyundai Capital
Competitor Displacement Rate
28.0%
Competitors are displacing Hana Capital in 28.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Hana Capital is losing out to competitors with more streamlined online application processes and aggressive financing rates. A simpler digital onboarding experience and competitive loan terms are essential.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hyundaicapital.com][lotecapital.co.kr]⚠️ Identified Vulnerability:Application Process
Primary Threat Identified:Hyundai Capital
Target Persona:Small Business Owners
🚨 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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