Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Sorin
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%
-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
Abbott
Competitor Displacement Rate
20.0%
Competitors are displacing Sorin 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: Sorin (now part of LivaNova) faces strong competition from Abbott's comprehensive cardiac rhythm management portfolio and innovative devices.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[livanova.com][abbott.com]⚠️ Identified Vulnerability:Market Presence
Primary Threat Identified:Abbott
Target Persona:Cardiac Surgeons
🚨 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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