Automotive & Mobility
🟢 SERP-Grounded (Light Telemetry)
ZF Friedrichshafen
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
Bosch
Competitor Displacement Rate
0.3%
Competitors are displacing ZF Friedrichshafen 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: ZF Friedrichshafen, while a significant player, faces intense competition from established giants like Bosch in areas like automotive electronics and driveline systems. Their visibility is often tied to specific B2B niches rather than broad consumer searches.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[autonews.com][wardsauto.com]⚠️ Identified Vulnerability:Market Share
Primary Threat Identified:Bosch
Target Persona:Automotive Engineers
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
Unlock Full Threat Report (30 Free Credits)