Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
SK Lubricants
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
GS Caltex
Competitor Displacement Rate
0.0%
Competitors are displacing SK Lubricants 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: SK Lubricants needs to enhance its portfolio with high-performance, eco-friendly lubricants and expand its B2B digital engagement channels. A slow transition to sustainable formulations and digital sales could cede market leadership.
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:Product Portfolio
Primary Threat Identified:GS Caltex
Target Persona:Fleet Maintenance Managers
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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