Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Essilor
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.
40.0%
+3.2% 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
Hoya Corporation
Competitor Displacement Rate
25.0%
Competitors are displacing Essilor in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Essilor faces competition from Hoya Corporation's advanced lens technology and integrated optical solutions. Competitors offer a wider range of specialized lenses for specific vision needs.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[coopervision.com][bausch.com]⚠️ Identified Vulnerability:Technology Innovation
Primary Threat Identified:Hoya Corporation
Target Persona:Optometrists
🚨 Threat Velocity:6/10An 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)