Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Ray-Ban
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.
0.4%
+0.1% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
Oakley
Competitor Displacement Rate
0.3%
Competitors are displacing Ray-Ban 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: While strong, Ray-Ban faces increasing competition from direct-to-consumer brands and fashion-forward competitors offering trendier styles at various price points. Its brand image may be perceived as traditional.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[oakley.com][warbyparker.com][persol.com]⚠️ Identified Vulnerability:Style Innovation
Primary Threat Identified:Oakley
Target Persona:Trend-Conscious Eyewear Buyers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
Unlock Full Threat Report (30 Free Credits)