Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
Polestar
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.
20.0%
-8.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe 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
Tesla
Competitor Displacement Rate
30.0%
Competitors are displacing Polestar 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: Polestar struggles to differentiate from its parent company, Volvo, and faces significant competition from Tesla's advanced software and Supercharger network. Limited dealer network and charging infrastructure further contribute to query loss.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[teslamotorsclub.com][electrek.co][motortrend.com]⚠️ Identified Vulnerability:Charging Network
Primary Threat Identified:Tesla
Target Persona:Performance EV Enthusiasts
🚨 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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