Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
FutureAdvisor
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.
2.0%
-0.5% 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
Personal Capital
Competitor Displacement Rate
30.0%
Competitors are displacing FutureAdvisor in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: FutureAdvisor is largely absent from organic search results for digital wealth management, being overshadowed by established players with broader feature sets and user bases. Its value proposition is unclear in competitive SERPs.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[personalcapital.com][nerdwallet.com][investopedia.com]⚠️ Identified Vulnerability:Market Presence
Primary Threat Identified:Personal Capital
Target Persona:Millennial Investors
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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