Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
CMB Financial Leasing
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.
6.0%
+0.1% 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
ICBC Leasing
Competitor Displacement Rate
10.0%
Competitors are displacing CMB Financial Leasing in 10.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: CMB Financial Leasing shows limited visibility in equipment financing queries. Larger competitors are providing more competitive rates and flexible lease terms, particularly for large-scale industrial clients.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[icbcleasing.com][bocleasing.com][spdbfl.com]⚠️ Identified Vulnerability:Lease Terms
Primary Threat Identified:ICBC Leasing
Target Persona:Industrial Procurement Officers
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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