Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Massmart
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%
0.0% 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
Walmart
Competitor Displacement Rate
35.0%
Competitors are displacing Massmart in 35.0% 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 retail holding company, Massmart's direct consumer visibility is minimal compared to global giants like Walmart. Search engines prioritize direct retail brands for consumer-facing queries.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[shoprite.com][tesco.com]⚠️ Identified Vulnerability:Brand Visibility
Primary Threat Identified:Walmart
Target Persona:General Consumers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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