Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Reliance Water Heaters
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.
20.0%
+2.0% 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
Rheem
Competitor Displacement Rate
40.0%
Competitors are displacing Reliance Water Heaters in 40.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Rheem is leveraging content marketing that highlights energy efficiency and advanced features, attracting consumers prioritizing long-term cost savings and performance.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[energy.gov][build.com][wirecutter.com]⚠️ Identified Vulnerability:Energy Efficiency
Primary Threat Identified:Rheem
Target Persona:Cost-Conscious Homeowners
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
Unlock Full Threat Report (30 Free Credits)