Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
Vaucher Manufacture Fleurier
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.
5.0%
-1.5% 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
Rolex
Competitor Displacement Rate
70.0%
Competitors are displacing Vaucher Manufacture Fleurier in 70.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: As a high-end watch movement manufacturer, Vaucher Manufacture Fleurier struggles to gain visibility against luxury watch brands like Rolex, which dominate consumer searches. Their business model relies on B2B relationships, making direct consumer search visibility less critical but still a competitive indicator.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[rolex.com][patek.com][hodinkee.com]⚠️ Identified Vulnerability:Brand Awareness
Primary Threat Identified:Rolex
Target Persona:Watch Collectors
🚨 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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