Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Lash
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.
8.0%
-1.0% 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
Blink
Competitor Displacement Rate
20.0%
Competitors are displacing Lash in 20.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Lash experiences displacement by Blink, particularly in searches related to eyelash extension services and products, due to Blink's established franchise network and marketing efforts.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[yelp.com][treatwell.co.uk]⚠️ Identified Vulnerability:Brand Recognition
Primary Threat Identified:Blink
Target Persona:Beauty Professionals
🚨 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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