Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Aquasana
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.
5.0%
-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
Brita
Competitor Displacement Rate
10.0%
Competitors are displacing Aquasana in 10.0% 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 offer more diverse product lines and frequent discounts, attracting price-sensitive customers. Aquasana's core offerings are perceived as basic.
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][wirecutter.com]⚠️ Identified Vulnerability:Product Breadth
Primary Threat Identified:Brita
Target Persona:Budget-Conscious Homeowners
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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