Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Mengniu
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.
0.1%
+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
Yili Group
Competitor Displacement Rate
0.1%
Competitors are displacing Mengniu in 0.1% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Mengniu's brand perception is being impacted by competitors who are actively promoting their health benefits and sustainable sourcing practices more effectively. Lack of clear differentiation in messaging is a concern.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[alibaba.com][chinadairyindustry.com]⚠️ Identified Vulnerability:Brand Messaging
Primary Threat Identified:Yili Group
Target Persona:Health-conscious consumers in emerging markets
🚨 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)