Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
S-Oil
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.
8.0%
+1.2% 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
SK Innovation
Competitor Displacement Rate
15.0%
Competitors are displacing S-Oil in 15.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: S-Oil is facing displacement in petrochemicals and advanced lubricants due to competitors offering more specialized, high-performance product lines. Their broader portfolio is seen as less tailored for niche industrial demands.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[skinnovation.com][gs-oil.co.kr]⚠️ Identified Vulnerability:Product Specialization
Primary Threat Identified:SK Innovation
Target Persona:Industrial Lubricant Procurement Specialists
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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