Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Omni
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.
10.0%
-0.8% 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
20.0%
Competitors are displacing Omni in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Omni faces significant competition from Essilor, which dominates the lens market with superior technology and brand recognition. Omni's product offerings are less differentiated.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[hoyavision.com][zeiss.com]⚠️ Identified Vulnerability:Market Dominance
Primary Threat Identified:Essilor
Target Persona:Eyewear Consumers
🚨 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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