Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
iShares
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.
50.0%
+3.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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 ETFs
Competitor Displacement Rate
10.0%
Competitors are displacing iShares 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: Competitors are aggressively lowering expense ratios on core index funds. Lacks a strong narrative around ESG integration in all product lines.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[vanguard.com][spdr.com][invesco.com]⚠️ Identified Vulnerability:Expense Ratios & ESG Focus
Primary Threat Identified:Vanguard ETFs
Target Persona:Passive Index Fund 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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