Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
TOTO
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.
55.0%
+10.0% 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
Kohler
Competitor Displacement Rate
25.0%
Competitors are displacing TOTO in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: TOTO has strong visibility in the bathroom fixtures market. However, Kohler's extensive product range and strong brand marketing mean that for certain high-end or specific fixture searches, Kohler may displace TOTO.
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][americanstandard.com]⚠️ Identified Vulnerability:Product Niche
Primary Threat Identified:Kohler
Target Persona:Homeowners
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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