Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Cytiva
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.
50.0%
+12.0% 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
Thermo Fisher Sci
Competitor Displacement Rate
35.0%
Competitors are displacing Cytiva in 35.0% 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 offer a more comprehensive suite of bioprocessing solutions and integrated services.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[bioprocessintl.com][genengnews.com]⚠️ Identified Vulnerability:Solution Breadth
Primary Threat Identified:Thermo Fisher Sci
Target Persona:Biopharmaceutical Developers
🚨 Threat Velocity:8/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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