Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
TransUnion
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.
0.0%
0.0% 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
Experian
Competitor Displacement Rate
0.4%
Competitors are displacing TransUnion in 0.4% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: TransUnion faces significant competition from Experian and Equifax in the credit reporting space. Trust and data accuracy are paramount, and any perceived vulnerabilities in these areas can lead to significant displacement.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[consumerfinance.gov][bbb.org]⚠️ Identified Vulnerability:Data Security
Primary Threat Identified:Experian
Target Persona:Consumers
🚨 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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