Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Envigo
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%
-2.0% 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
Charles River Labs
Competitor Displacement Rate
20.0%
Competitors are displacing Envigo 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: Envigo, a provider of research models and services, is likely facing significant displacement from larger, more established CROs and research service providers with integrated solutions and a wider client base. Concerns regarding regulatory compliance may also impact visibility.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[criver.com][labcorpdrugdev.com][inotivco.com]⚠️ Identified Vulnerability:Market Position
Primary Threat Identified:Charles River Labs
Target Persona:Biotechnology and Pharmaceutical Researchers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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