Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Xcenda
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.
0.1%
-0.0% 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
EVERSANA
Competitor Displacement Rate
0.1%
Competitors are displacing Xcenda in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Xcenda faces competition from integrated market access and commercialization solutions providers that offer a broader suite of services. Competitors often have more established digital platforms for analytics and patient support.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[linkedin.com][fiercehealthcare.com]⚠️ Identified Vulnerability:Integrated Solutions
Primary Threat Identified:EVERSANA
Target Persona:Pharmaceutical Market Access Managers
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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