Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
KTM
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.
0.0%
+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
Husqvarna
Competitor Displacement Rate
0.3%
Competitors are displacing KTM in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: KTM needs to emphasize its performance edge and unique design language against rivals like Husqvarna, which also targets the premium off-road and street motorcycle segments. Maintaining a strong community and performance-focused marketing is key.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[cycleworld.com][motorcyclistonline.com]⚠️ Identified Vulnerability:Brand Loyalty
Primary Threat Identified:Husqvarna
Target Persona:Performance Enthusiasts
🚨 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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