Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
IQOS
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.
40.0%
+5.0% 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
JUUL
Competitor Displacement Rate
25.0%
Competitors are displacing IQOS in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: IQOS is aggressively capturing market share from traditional e-cigarette brands like JUUL by offering a perceived 'premium' heated tobacco experience and focusing on regulatory compliance.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[vaping360.com][ecigone.com]⚠️ Identified Vulnerability:Product Category
Primary Threat Identified:JUUL
Target Persona:Health-Conscious Smokers
🚨 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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