Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
La Part-Dieu
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.
32.0%
+1.1% 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
Centre Commercial Confluence
Competitor Displacement Rate
23.0%
Competitors are displacing La Part-Dieu in 23.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: La Part-Dieu is a major shopping center, but faces competition from newer, more modern retail destinations that may offer different retail experiences or entertainment options.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[lyon.fr][en.lyon-france.com]⚠️ Identified Vulnerability:Retail Modernization
Primary Threat Identified:Centre Commercial Confluence
Target Persona:Modern Shoppers
🚨 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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