Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Abbott
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.
20.0%
+6.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
Roche Diagnostics
Competitor Displacement Rate
10.0%
Competitors are displacing Abbott 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: Abbott holds a strong position in diagnostics and medical devices, but faces fierce competition from Roche in areas like molecular diagnostics. Continued innovation is key.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[roche-diagnostics.com][siemens-healthineers.com]⚠️ Identified Vulnerability:Diagnostic Technology
Primary Threat Identified:Roche Diagnostics
Target Persona:Clinical Lab Managers
🚨 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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