Financial Services & Fintech
🟢 SERP-Grounded (Light Telemetry)
First Life
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.
5.0%
-10.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NegativeThe 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
John Hancock
Competitor Displacement Rate
50.0%
Competitors are displacing First Life in 50.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: The brand struggles with visibility and trust in a highly competitive insurance market, lacking strong endorsements or a clear unique selling proposition.
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][policygenius.com][investopedia.com]⚠️ Identified Vulnerability:Brand Visibility
Primary Threat Identified:John Hancock
Target Persona:Young Families
🚨 Threat Velocity:8/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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