Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
NeuMoDx
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
Roche Diagnostics
Competitor Displacement Rate
7.0%
Competitors are displacing NeuMoDx in 7.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Roche Diagnostics' extensive automated testing platforms are capturing significant market visibility. NeuMoDx must highlight its specific advantages in molecular diagnostic speed and automation.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[aacc.org][applied-diagnostics.com]⚠️ Identified Vulnerability:Diagnostic Speed
Primary Threat Identified:Roche Diagnostics
Target Persona:Clinical Laboratory Managers
🚨 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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