Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Edwards Lifesciences
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.
10.0%
+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
12.0%
Competitors are displacing Edwards Lifesciences in 12.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Competitors are making significant advancements in transcatheter valve technologies and clinical outcomes data. Edwards may face pressure if its latest innovations do not demonstrate clear superiority.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[cardiac-interventions.net][medical-device-news.com]⚠️ Identified Vulnerability:Innovation Pace
Primary Threat Identified:Abbott
Target Persona:Cardiovascular Surgeons
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
Unlock Full Threat Report (30 Free Credits)