Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Marshalls Canada
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.
52.0%
+1.8% 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
Winners
Competitor Displacement Rate
28.0%
Competitors are displacing Marshalls Canada in 28.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Competitors are enhancing their online shopping experience and offering better product discovery tools. Marshalls Canada's website UX needs improvement.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[winners.ca][thebay.com]⚠️ Identified Vulnerability:Website User Experience
Primary Threat Identified:Winners
Target Persona:Value-seeking apparel buyers
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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