Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Douglass Hanly Moir Pathology
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.
30.0%
+1.0% 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
Sonic Healthcare
Competitor Displacement Rate
10.0%
Competitors are displacing Douglass Hanly Moir Pathology in 10.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: This pathology service provider faces competition from larger national or regional players with greater brand recognition and potentially more advanced technological offerings. Limited online presence for specific tests might lead to displacement.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[sonichealthcare.com][wales.com]⚠️ Identified Vulnerability:Brand Awareness
Primary Threat Identified:Sonic Healthcare
Target Persona:Clinicians Requiring Specialized Pathology Services
🚨 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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