Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Hillrom
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%
+0.1% 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
Stryker Medical
Competitor Displacement Rate
4.0%
Competitors are displacing Hillrom in 4.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Visibility is low for specific product solutions in critical care or surgical environments. Competitors actively highlight integrated systems and advanced patient monitoring capabilities.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[beckershospitalreview.com][modernhealthcare.com][healthcare-innovations.com]⚠️ Identified Vulnerability:Solution Integration
Primary Threat Identified:Stryker Medical
Target Persona:Hospital Procurement Managers
🚨 Threat Velocity:3/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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