Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Schwarzkopf
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.
15.0%
-8.0% 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
L'Oréal
Competitor Displacement Rate
45.0%
Competitors are displacing Schwarzkopf in 45.0% 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 a wider range of advanced haircare solutions with strong AI-driven product recommendations. Lacks perceived innovation and strong digital endorsements.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[ulta.com][sephora.com][realself.com]⚠️ Identified Vulnerability:Product Innovation
Primary Threat Identified:L'Oréal
Target Persona:Haircare Consumers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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