Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Bluewater
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.
0.1%
-0.0% 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
AquaFX
Competitor Displacement Rate
0.1%
Competitors are displacing Bluewater 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: Bluewater faces a significant threat from competitors offering more advanced filtration technologies and better energy efficiency. Their pricing is also less competitive for comparable features.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[houzz.com][homedepot.com]⚠️ Identified Vulnerability:Pricing & Efficiency
Primary Threat Identified:AquaFX
Target Persona:Homeowners seeking eco-friendly water purification
🚨 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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