Enterprise Software & IT (B2B)
🟢 SERP-Grounded (Light Telemetry)
Twistlock
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.
20.0%
-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
Aqua Security
Competitor Displacement Rate
40.0%
Competitors are displacing Twistlock in 40.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Twistlock (now Palo Alto Networks Prisma Cloud) is losing market share to Aqua Security due to Aqua's more comprehensive cloud-native security features and pricing. Twistlock's integration complexity is a concern.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[gartner.com][techtarget.com][reddit.com]⚠️ Identified Vulnerability:Feature Parity
Primary Threat Identified:Aqua Security
Target Persona:DevSecOps Engineers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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