Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
CooperVision
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.
8.0%
+0.3% 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
Alcon
Competitor Displacement Rate
6.0%
Competitors are displacing CooperVision in 6.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Lacks prominent differentiation on advanced contact lens technologies like myopia control or specialized materials in top search results. Competitors are more effectively showcasing innovation and unique selling propositions.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[allaboutvision.com][reviewsofcon.com][contactlensprices.com]⚠️ Identified Vulnerability:Technology Showcase
Primary Threat Identified:Alcon
Target Persona:Specialty Contact Lens Seekers
🚨 Threat Velocity:3/10An 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)