Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
Hana Card
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.
25.0%
+1.5% 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
Shinhan Card
Competitor Displacement Rate
30.0%
Competitors are displacing Hana Card in 30.0% 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 Card is facing strong competition from rivals offering superior rewards programs and more flexible installment plans. Enhancing its value proposition through better customer loyalty benefits is crucial.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[shinhancard.com][lottecard.co.kr]⚠️ Identified Vulnerability:Rewards Programs
Primary Threat Identified:Shinhan Card
Target Persona:Loyalty-Focused Consumers
🚨 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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