Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Hennessy
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.
0.2%
+0.1% 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
Rémy Martin
Competitor Displacement Rate
0.3%
Competitors are displacing Hennessy in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Hennessy faces competition from brands that are more effectively leveraging social media trends and influencer marketing. Their perceived traditional image may alienate younger demographics.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[thewhiskeysphere.com][masterofmalt.com]⚠️ Identified Vulnerability:Social Media Trends
Primary Threat Identified:Rémy Martin
Target Persona:Young professionals interested in premium spirits
🚨 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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