Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
American Standard
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.
22.0%
+6.0% 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
Kohler
Competitor Displacement Rate
18.0%
Competitors are displacing American Standard in 18.0% 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 like Kohler frequently lead SERPs due to their strong brand recognition, extensive product lines, and perceived higher quality or design aesthetics in plumbing fixtures. American Standard may be outranked due to a less dominant brand presence and potentially lower perceived value.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[kohler.com][moen.com][build.com]⚠️ Identified Vulnerability:Brand Perception & Design
Primary Threat Identified:Kohler
Target Persona:Homeowners & Interior Designers
🚨 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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