Media & Entertainment
🟢 SERP-Grounded (Light Telemetry)
Mansion
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.
5.0%
-2.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NegativeThe 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
Zillow
Competitor Displacement Rate
60.0%
Competitors are displacing Mansion in 60.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Mansion, as a luxury real estate portal, is heavily outranked by established giants like Zillow and Redfin. It lacks the comprehensive data, user tools, and brand recognition needed to capture significant market share.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[zillow.com][redfin.com][realtor.com]⚠️ Identified Vulnerability:Market Dominance
Primary Threat Identified:Zillow
Target Persona:Luxury Home Buyers
🚨 Threat Velocity:7/10An 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)