Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
HyTest
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%
-2.5% 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
Siemens Healthineers
Competitor Displacement Rate
15.0%
Competitors are displacing HyTest in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: HyTest may be losing market share due to competitors offering more advanced diagnostic automation and integrated laboratory information systems.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[labmanager.com][beckmancoulter.com]⚠️ Identified Vulnerability:Diagnostic Automation
Primary Threat Identified:Siemens Healthineers
Target Persona:Laboratory Directors
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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