Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Canadian National Railway
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
Canadian Pacific
Competitor Displacement Rate
0.2%
Competitors are displacing Canadian National Railway in 0.2% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Competitors are leveraging AI for predictive maintenance and route optimization more effectively. Lacks real-time shipment tracking visibility across multiple modes.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[railwayage.com][freightwaves.com]⚠️ Identified Vulnerability:Predictive Analytics
Primary Threat Identified:Canadian Pacific
Target Persona:Supply Chain Managers
🚨 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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