Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Novo Nordisk
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.
35.0%
+7.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
Eli Lilly
Competitor Displacement Rate
30.0%
Competitors are displacing Novo Nordisk in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While a leader in diabetes and obesity, competitors like Eli Lilly and Roche are strong rivals with comparable innovation. May face pressure on market reach and product efficacy.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[latterly.org][marketbeat.com][cbinsights.com]⚠️ Identified Vulnerability:Market Share
Primary Threat Identified:Eli Lilly
Target Persona:Endocrinology Specialists
🚨 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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