Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
RMS
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.
20.0%
+0.5% 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
Verisk Analytics
Competitor Displacement Rate
25.0%
Competitors are displacing RMS in 25.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: RMS, a provider of risk modeling software, faces significant competition from larger, more diversified data analytics firms. Competitors offer broader data sets and more integrated solutions.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[verisk.com][g2.com][linkedin.com]⚠️ Identified Vulnerability:Data Breadth
Primary Threat Identified:Verisk Analytics
Target Persona:Risk Analysts
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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