Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Abbott Medical Optics
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%
-1.5% 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
9.0%
Competitors are displacing Abbott Medical Optics in 9.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Alcon's advanced lens technologies for cataract surgery are frequently highlighted, positioning Abbott's offerings as less cutting-edge.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[aao.org][eyeworld.org]⚠️ Identified Vulnerability:Lens Technology
Primary Threat Identified:Alcon
Target Persona:Ophthalmology Surgeons
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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