Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Hot Spring
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.
0.3%
+0.0% 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
Jacuzzi
Competitor Displacement Rate
0.1%
Competitors are displacing Hot Spring in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Hot Spring spas compete on features like hydrotherapy and energy efficiency. However, competitors often offer wider distribution networks and aggressive pricing, impacting market share.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[consumerreports.org][poolandhot tub.com]⚠️ Identified Vulnerability:Distribution Reach
Primary Threat Identified:Jacuzzi
Target Persona:Luxury Homeowners
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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