Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Electric Power Research Institute
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%
+1.5% 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
EPRI
Competitor Displacement Rate
35.0%
Competitors are displacing Electric Power Research Institute in 35.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While EPRI is the primary competitor, 'EPRI' itself is a strong SERP entity, making it difficult for the full institute name to gain distinct traction. Searches for 'Electric Power Research Institute' may be too generic, and competitors' specific research reports are more prominent.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[epri.com][iea.org][irena.org]⚠️ Identified Vulnerability:Brand Clarity
Primary Threat Identified:EPRI
Target Persona:Energy Sector Researchers
🚨 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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