Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
ViroCyt
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.
5.0%
-1.0% 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
Illumina
Competitor Displacement Rate
22.0%
Competitors are displacing ViroCyt in 22.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: ViroCyt's focus on virus detection is being overshadowed by the integrated sequencing and broader diagnostic capabilities of industry giants like Illumina, leading to displacement.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[illumina.com][thermofisher.com]⚠️ Identified Vulnerability:Technological Integration
Primary Threat Identified:Illumina
Target Persona:Genomic research institutions and clinical virology labs
🚨 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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