Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Wind River
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.
0.0%
0.0% 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
Green Hills Software
Competitor Displacement Rate
0.0%
Competitors are displacing Wind River in 0.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: While strong in embedded systems, newer market entrants offering more flexible, cloud-native solutions for edge computing may displace its traditional RTOS dominance.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[realtime.org][embedded.com][linux.com]⚠️ Identified Vulnerability:Platform Modernity
Primary Threat Identified:Green Hills Software
Target Persona:Embedded Systems Architects
🚨 Threat Velocity:6/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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