Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Ranbaxy
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.
0.0%
-0.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NegativeThe 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
Dr. Reddy's Laboratories
Competitor Displacement Rate
0.1%
Competitors are displacing Ranbaxy in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Ranbaxy has faced significant regulatory challenges and product recalls, impacting its market share and trust.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[fda.gov][pharmaceutical-technology.com]⚠️ Identified Vulnerability:Regulatory Compliance
Primary Threat Identified:Dr. Reddy's Laboratories
Target Persona:Generic Drug Consumers
🚨 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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