Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Visible
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.
25.0%
+6.0% 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
Mint Mobile
Competitor Displacement Rate
30.0%
Competitors are displacing Visible 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: Visible competes aggressively on price and unlimited data, but faces strong competition from other MVNOs like Mint Mobile. Customer service and network reliability are key areas for improvement.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[whistleout.com][cnet.com][rvmobileinternet.com]⚠️ Identified Vulnerability:Customer Service
Primary Threat Identified:Mint Mobile
Target Persona:Budget-Conscious Consumers
🚨 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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