The AI observability market split into four segments (infra telemetry, dev tooling, runtime security, autonomous remediation) with a wave of 2025-2026 acquisitions behind it. None of them own whether an agent behaved correctly.
Your data isn't ready for AI, and that's good news. It means you found the problem before you built on it. What LoginRadius, GrackerAI, and LogicBalls taught me about the gap between organized data and AI-ready data, plus the 2025 numbers on why it sinks most projects.
Vanta, Drata, Sprinto, Secureframe, Scytale, Thoropass, Scrut, Hyperproof, Delve, and Comp AI compared by frameworks, integrations, auditor network, and best-fit company size.
Discover the top 11 Identity Governance & Administration solutions. Compare SailPoint, One Identity Manager, Oracle IGA, and more with detailed analysis
In the battle of the old vs. the new, it is evident that traditional identity and access management (IAM) solutions are gradually getting phased out by
Identity Governance and Administration is the policy and audit layer on top of IAM. Why every mid-sized organization now needs it and what to evaluate.