Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Olay
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.
0.3%
+0.1% 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
L'Oréal Paris
Competitor Displacement Rate
0.3%
Competitors are displacing Olay in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Olay faces intense competition from both mass-market and premium skincare brands that offer newer formulations or more targeted solutions. Its perceived innovation may lag behind.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[lorealparis.com][cerave.com][neutrogena.com]⚠️ Identified Vulnerability:Product Innovation
Primary Threat Identified:L'Oréal Paris
Target Persona:Skincare Consumers Seeking Efficacy
🚨 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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