Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
Kabbage
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
SBA Loans
Competitor Displacement Rate
10.0%
Competitors are displacing Kabbage 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: Kabbage's low organic visibility suggests it is not effectively capturing search interest for small business lending compared to more established or government-backed options.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[g2.com][reddit.com]⚠️ Identified Vulnerability:Search Visibility
Primary Threat Identified:SBA Loans
Target Persona:Small business owners seeking loans
🚨 Threat Velocity:3/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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