Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Vanish
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%
+1.5% 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
OxiClean
Competitor Displacement Rate
15.0%
Competitors are displacing Vanish in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Vanish is showing strong positive momentum, but OxiClean's established brand recognition and broader product line for various stain types give it an edge in direct comparison searches.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[amazon.com][walmart.com]⚠️ Identified Vulnerability:Market Dominance
Primary Threat Identified:OxiClean
Target Persona:Household Stain Removers
🚨 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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