Retail & E-Commerce
🟢 SERP-Grounded (Light Telemetry)
Riverside
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
Zoom
Competitor Displacement Rate
50.0%
Competitors are displacing Riverside 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: Significant gap in feature set compared to leading platforms, particularly in advanced collaboration and AI-powered meeting summaries. Competitors dominate with integrated AI tools.
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]⚠️ Identified Vulnerability:AI Features
Primary Threat Identified:Zoom
Target Persona:Remote Team 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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