Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
Experian
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.
55.0%
+2.8% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
TransUnion
Competitor Displacement Rate
15.0%
Competitors are displacing Experian in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Experian maintains strong market presence, but competitors are innovating with more advanced fraud detection and data analytics tools. Enhancing AI-driven insights and consumer data privacy controls are key.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[equifax.com][ficoscore.com]⚠️ Identified Vulnerability:Data Analytics
Primary Threat Identified:TransUnion
Target Persona:Credit Risk Managers
🚨 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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