Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Mangalore Refinery And Petrochemicals
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.
12.0%
-2.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
Indian Oil
Competitor Displacement Rate
25.0%
Competitors are displacing Mangalore Refinery And Petrochemicals 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: The company is losing visibility to Indian Oil, likely due to Indian Oil's extensive refining capacity, vast retail network, and diversified petrochemical offerings in India.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[iocl.com][mrp l.co.in]⚠️ Identified Vulnerability:Market Dominance
Primary Threat Identified:Indian Oil
Target Persona:Petrochemical Buyers
🚨 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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