Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Komatsu
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.
28.0%
+4.0% 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
Caterpillar
Competitor Displacement Rate
40.0%
Competitors are displacing Komatsu in 40.0% 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's market position is challenged by competitors heavily investing in autonomous and electric heavy machinery, along with integrated telematics solutions for fleet management.
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][constructionequipmentguide.com]⚠️ Identified Vulnerability:Autonomous Technology
Primary Threat Identified:Caterpillar
Target Persona:Construction Fleet 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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