https://securityboulevard.com/2025/04/wizs-security-graphdb-vs-deeptempos-loglm/

This Security Boulevard article from April 2025 contrasts Wiz's Security GraphDB, a system that identifies known cloud security risks by mapping resources and their relationships, with DeepTempo's LogLM, which uses deep learning to detect novel attack behaviors. Wiz excels at finding and prioritizing "toxic combinations" of known vulnerabilities and misconfigurations, helping organizations address the most critical threats. However, the article suggests Wiz's rule-based approach may struggle against AI-powered attackers employing new, unforeseen tactics. DeepTempo's LogLM, likened to a "friendly Eye of Sauron," offers a complementary approach by learning normal activity and spotting subtle anomalies indicative of sophisticated attacks that Wiz might miss. The piece argues that a robust security strategy requires both proactively addressing known risks and adaptively detecting novel threats.