Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Tocris Bioscience
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.
40.0%
+2.5% 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
Sigma-Aldrich
Competitor Displacement Rate
35.0%
Competitors are displacing Tocris Bioscience 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 like Sigma-Aldrich offer a wider catalog of research chemicals and faster delivery times. Tocris's pricing may not be as competitive for bulk orders.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[thermofisher.com][sigmaaldrich.com]⚠️ Identified Vulnerability:Product Catalog
Primary Threat Identified:Sigma-Aldrich
Target Persona:Academic Researchers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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