Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Liberty Hardware
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: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
Home Depot Hardware
Competitor Displacement Rate
0.0%
Competitors are displacing Liberty Hardware 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: Liberty Hardware has minimal online visibility in generic hardware searches, being overshadowed by large retailers and specialized brands. A lack of strong online presence prevents it from capturing significant search share.
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:Brand Visibility
Primary Threat Identified:Home Depot Hardware
Target Persona:DIY Homeowners
🚨 Threat Velocity:1/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
Unlock Full Threat Report (30 Free Credits)