Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
AGA
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.
10.0%
-5.0% 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
Sub-Zero
Competitor Displacement Rate
30.0%
Competitors are displacing AGA in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: AGA's unique, high-end aesthetic and cooking method are being outpaced by modern appliance brands that offer greater energy efficiency, digital controls, and broader feature sets. Consumers are prioritizing convenience and smart home integration over traditional charm.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[subzero-wolf.com][wolfappliance.com][ajmadison.com]⚠️ Identified Vulnerability:Modern Features
Primary Threat Identified:Sub-Zero
Target Persona:Luxury Homeowners
🚨 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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