Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
ProBuild
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.
15.0%
+4.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe 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
Lennar
Competitor Displacement Rate
20.0%
Competitors are displacing ProBuild in 20.0% 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 leading in adopting modular construction and smart home technologies. ProBuild's traditional building approach may be perceived as less innovative.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[building-design-news.com][construction-tech.com]⚠️ Identified Vulnerability:Innovation
Primary Threat Identified:Lennar
Target Persona:Home Builders
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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