Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Goodman
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.
13.0%
+3.5% 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
Trane
Competitor Displacement Rate
17.0%
Competitors are displacing Goodman in 17.0% 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 investing heavily in smart thermostat integration and enhanced energy efficiency ratings. Goodman's standard offerings may not appeal to consumers prioritizing advanced home automation.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hvac-reviews.com][home-comfort-solutions.net]⚠️ Identified Vulnerability:Smart Home Integration
Primary Threat Identified:Trane
Target Persona:Homeowners
🚨 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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