Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
RD Station
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%
-3.0% 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
HubSpot
Competitor Displacement Rate
25.0%
Competitors are displacing RD Station 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: RD Station's feature set appears less comprehensive than HubSpot's all-in-one marketing, sales, and service hub, particularly in advanced automation and CRM capabilities.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[g2.com][capterra.com][trustradius.com]⚠️ Identified Vulnerability:Feature Depth
Primary Threat Identified:HubSpot
Target Persona:SMB Marketing Leads
🚨 Threat Velocity:8/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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