Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Caterpillar
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.
45.0%
+5.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:DominantThe 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
Komatsu
Competitor Displacement Rate
30.0%
Competitors are displacing Caterpillar in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Komatsu is effectively showcasing its advancements in autonomous and electric heavy machinery, attracting operators focused on efficiency and sustainability.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[equipmentworld.com][forconstructionpros.com][heavyequipmentguide.com]⚠️ Identified Vulnerability:Technological Innovation
Primary Threat Identified:Komatsu
Target Persona:Construction Site Managers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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