Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Kotex
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.
0.0%
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
Always
Competitor Displacement Rate
0.0%
Competitors are displacing Kotex in 0.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Significant competition from Always, which often dominates search results for feminine hygiene products due to extensive product lines and marketing. Kotex may struggle for visibility on specific product needs.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[period.org][realeasyperiod.com]⚠️ Identified Vulnerability:Feature Parity
Primary Threat Identified:Always
Target Persona:Discreet Feminine Hygiene Consumers
🚨 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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