Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Toshiba Carrier
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.
18.0%
+5.0% 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
Daikin
Competitor Displacement Rate
22.0%
Competitors are displacing Toshiba Carrier in 22.0% 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 innovating faster in smart HVAC controls and energy efficiency technologies. Toshiba Carrier's product line may be perceived as lagging in advanced features and integration.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hvac-tech-reviews.com][building-efficiency-journal.org]⚠️ Identified Vulnerability:Smart Features
Primary Threat Identified:Daikin
Target Persona:HVAC System Specifiers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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