Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Gallaher
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: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
British American Tobacco
Competitor Displacement Rate
0.0%
Competitors are displacing Gallaher in 0.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Gallaher, now part of a larger entity, has a stable market presence in tobacco. Significant displacement is unlikely due to established consumer habits.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[g2.com][reddit.com]⚠️ Identified Vulnerability:Feature Parity
Primary Threat Identified:British American Tobacco
Target Persona:Tobacco Consumers
🚨 Threat Velocity:1/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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