Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Max Healthcare Institute Limited
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.
18.0%
+1.5% 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
Apollo Hospitals
Competitor Displacement Rate
7.0%
Competitors are displacing Max Healthcare Institute Limited in 7.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Max Healthcare is maintaining its position but faces challenges from competitors offering more integrated digital health platforms and easier online appointment booking.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[medanta.org][google.com]⚠️ Identified Vulnerability:Digital Integration
Primary Threat Identified:Apollo Hospitals
Target Persona:Patients Needing Quick Access to Care
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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