Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
National Lumber
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.
0.0%
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
Home Depot
Competitor Displacement Rate
0.0%
Competitors are displacing National Lumber in 0.0% 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 local/regional lumber yard, National Lumber has minimal direct SERP presence for broad e-commerce terms. Competition is primarily from large home improvement retailers and local building suppliers.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[g2.com][reddit.com]⚠️ Identified Vulnerability:N/A
Primary Threat Identified:Home Depot
Target Persona:Contractors & DIYers
🚨 Threat Velocity:1/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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