Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Zyn
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.
0.3%
+0.1% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
On!
Competitor Displacement Rate
0.3%
Competitors are displacing Zyn 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: Zyn is experiencing strong growth but faces intense competition from new entrants offering wider flavor variety and lower price points. Their market share is being challenged by agile competitors.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[swednicotine.com][northerner.com]⚠️ Identified Vulnerability:Flavor Variety
Primary Threat Identified:On!
Target Persona:Adult nicotine users seeking alternatives
🚨 Threat Velocity:9/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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