Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
KCI
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.
18.0%
+2.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe 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
3M Healthcare
Competitor Displacement Rate
8.0%
Competitors are displacing KCI in 8.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: KCI maintains a solid position in its niche, but competitors are closing the gap by offering more comprehensive wound care solutions and innovative product integrations.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[woundcare-news.com][healio.com]⚠️ Identified Vulnerability:Product Innovation
Primary Threat Identified:3M Healthcare
Target Persona:Healthcare Providers Seeking Advanced Wound Care
🚨 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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