Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Nervana
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%
-15.0% 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
AI Solutions Inc.
Competitor Displacement Rate
30.0%
Competitors are displacing Nervana in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Nervana's AI models are struggling to keep pace with the rapid advancements and specialized functionalities offered by emerging AI-first platforms.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[huggingface.co][paperswithcode.com][arxiv.org]⚠️ Identified Vulnerability:Model Performance
Primary Threat Identified:AI Solutions Inc.
Target Persona:Data Science 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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