Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Ross Dress for Less
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.
0.5%
+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
Burlington
Competitor Displacement Rate
0.3%
Competitors are displacing Ross Dress for Less in 0.3% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Burlington is gaining traction with its improved store layouts and a stronger emphasis on branded activewear and home goods. Ross's value proposition is strong, but its store experience and product variety can be less appealing.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[burlington.com][rossstores.com]⚠️ Identified Vulnerability:Store Experience
Primary Threat Identified:Burlington
Target Persona:Value Shoppers
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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