Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
Cruise
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.
18.0%
-15.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NegativeThe 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
Waymo
Competitor Displacement Rate
45.0%
Competitors are displacing Cruise in 45.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Cruise, the autonomous vehicle unit of GM, faces significant regulatory and safety challenges following recent incidents, leading to a sharp decline in public trust and deployment. Waymo, with its longer track record and broader operational area, presents a more stable and advanced competitor.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[waymo.com][aurora.tech][mobileye.com]⚠️ Identified Vulnerability:Safety & Trust
Primary Threat Identified:Waymo
Target Persona:Autonomous Ride-Hailing Users
🚨 Threat Velocity:10/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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