Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
Cooperative Asset Management
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.
3.0%
-1.0% 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
Vanguard
Competitor Displacement Rate
8.0%
Competitors are displacing Cooperative Asset Management in 8.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Competitors provide more transparent fee structures and a wider range of ESG-focused investment options. Lack of comprehensive third-party validation is noted.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[etf.com][investopedia.com][fool.com]⚠️ Identified Vulnerability:Fee Transparency
Primary Threat Identified:Vanguard
Target Persona:Retail Investors
🚨 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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