Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
Credible
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: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
NerdWallet
Competitor Displacement Rate
0.0%
Competitors are displacing Credible in 0.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Credible's loan comparison platform is often outranked by comprehensive financial guidance sites that offer broader comparisons and richer content.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[nerdwallet.com][creditkarma.com][bankrate.com]⚠️ Identified Vulnerability:Content Authority
Primary Threat Identified:NerdWallet
Target Persona:Loan Seekers
🚨 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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