Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Doosan Enerbility
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.
5.0%
-0.5% 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
GE Aerospace
Competitor Displacement Rate
10.0%
Competitors are displacing Doosan Enerbility in 10.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Doosan Enerbility is losing ground in high-value energy transition queries to competitors with more advanced hydrogen and carbon capture technologies. Their current offerings are perceived as less innovative in sustainable energy solutions.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[ge.com][siemens-energy.com]⚠️ Identified Vulnerability:Technology Innovation
Primary Threat Identified:GE Aerospace
Target Persona:Energy Transition Project 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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