Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Drizly
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%
+1.8% 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
Instacart
Competitor Displacement Rate
20.0%
Competitors are displacing Drizly in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Drizly is growing, but Instacart's broader grocery delivery service and more aggressive expansion into alcohol delivery pose a significant competitive threat, especially for users seeking combined grocery and alcohol orders.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[instacart.com][ubereats.com]⚠️ Identified Vulnerability:Service Scope
Primary Threat Identified:Instacart
Target Persona:On-Demand Beverage Consumers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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