Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Alliance Healthcare
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.
25.0%
-3.0% 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
CVS Health
Competitor Displacement Rate
18.0%
Competitors are displacing Alliance Healthcare in 18.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Competitor's extensive retail footprint and integrated pharmacy services are outperforming Alliance Healthcare in visibility for prescription fulfillment.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[goodrx.com][walgreens.com]⚠️ Identified Vulnerability:Retail Presence
Primary Threat Identified:CVS Health
Target Persona:Community Pharmacists
🚨 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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