Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
exocad
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%
+1.8% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe 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
3Shape
Competitor Displacement Rate
6.0%
Competitors are displacing exocad in 6.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Exocad is a significant player in dental CAD software. 3Shape's integrated scanning and design solutions offer a competitive edge, potentially displacing exocad for labs seeking a unified workflow.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[dental-tribune.com][dentalproductshopper.com]⚠️ Identified Vulnerability:Workflow Integration
Primary Threat Identified:3Shape
Target Persona:Dental Lab Technicians
🚨 Threat Velocity:4/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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