Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Varilux
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.
12.0%
+2.1% 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
Essilor
Competitor Displacement Rate
18.0%
Competitors are displacing Varilux in 18.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Varilux, a lens brand, is seeing displacement from Essilor's comprehensive eyewear solutions and aggressive marketing for their entire product range. The innovation cycle for lens technology is rapid.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[visionmonday.com][reviewofoptometry.com]⚠️ Identified Vulnerability:Innovation Cycle
Primary Threat Identified:Essilor
Target Persona:Optometrists
🚨 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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