Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
FreshPoint
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.
35.0%
+1.0% 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
Sysco
Competitor Displacement Rate
40.0%
Competitors are displacing FreshPoint in 40.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: FreshPoint, a produce distributor, faces strong competition from larger, more established food service distributors with extensive logistics networks. Competitors offer broader product ranges and more competitive pricing structures.
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][restaurantbusinessonline.com]⚠️ Identified Vulnerability:Product Breadth
Primary Threat Identified:Sysco
Target Persona:Restaurant Procurement Managers
🚨 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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