Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
ICE Data Services
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.
45.0%
+3.5% 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
Bloomberg
Competitor Displacement Rate
20.0%
Competitors are displacing ICE Data Services in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While ICE offers a comprehensive data suite, Bloomberg's integrated terminal and news services provide a strong competitive advantage. ICE needs to enhance its real-time analytics and cross-asset coverage.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[refinitiv.com][factset.com]⚠️ Identified Vulnerability:Terminal Integration
Primary Threat Identified:Bloomberg
Target Persona:Investment Bankers
🚨 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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