Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
American Dream Exteriors
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.
10.0%
-3.0% 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
Gutter Helmet
Competitor Displacement Rate
15.0%
Competitors are displacing American Dream Exteriors in 15.0% 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 dominating with strong local SEO and customer review platforms, while American Dream Exteriors lacks prominent third-party endorsements and customer testimonials in search results.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[angieslist.com][homeadvisor.com][bbb.org]⚠️ Identified Vulnerability:Online Reputation
Primary Threat Identified:Gutter Helmet
Target Persona:Homeowners seeking exterior upgrades
🚨 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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