Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Progress Rail
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.
0.1%
-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
Wabtec
Competitor Displacement Rate
0.1%
Competitors are displacing Progress Rail in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Wabtec leads in search visibility for 'railway technology' and 'locomotive parts' due to more comprehensive product information and case studies.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[wabtec.com][ge.com]⚠️ Identified Vulnerability:Content Depth
Primary Threat Identified:Wabtec
Target Persona:Rail Operators
🚨 Threat Velocity:3/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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