Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Frontier Distribution
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.
3.0%
-0.5% 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
Sysco
Competitor Displacement Rate
30.0%
Competitors are displacing Frontier Distribution in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Frontier Distribution is outranked by Sysco, a major industry player, in searches for broad food service distribution, likely due to Sysco's extensive logistics network and wider product catalog.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[foodservicedirect.com][usfoods.com]⚠️ Identified Vulnerability:Scale & Reach
Primary Threat Identified:Sysco
Target Persona:Restaurant Procurement Managers
🚨 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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