Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
General Motors
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.
35.0%
+1.5% 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
Ford
Competitor Displacement Rate
25.0%
Competitors are displacing General Motors in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: General Motors faces intense competition from Ford, particularly in the truck and SUV segments, with Ford's F-Series and Bronco models maintaining strong market share and brand loyalty.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[ford.com][ramtrucks.com][chevrolet.com]⚠️ Identified Vulnerability:Model Dominance
Primary Threat Identified:Ford
Target Persona:Truck and SUV Buyers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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