Energy & Industrials
🟢 SERP-Grounded (Light Telemetry)
MRV Engenharia
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%
-10.0% 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
Cyrela
Competitor Displacement Rate
50.0%
Competitors are displacing MRV Engenharia in 50.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Cyrela is dominating with marketing focused on sustainable urban development and innovative architectural designs, capturing the attention of eco-conscious buyers.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[valor.globo.com][em.com.br][casasbahia.com.br]⚠️ Identified Vulnerability:Sustainability & Design
Primary Threat Identified:Cyrela
Target Persona:Urban Property Developers
🚨 Threat Velocity:8/10An 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)