ISO 42001 went from obscure standard to procurement line item in about eighteen months. It does not certify that your model is safe, and the certificate scope is where buyers consistently misread it.
Most founders think the EU AI Act is the model provider's problem. If your output is used in the EU, you carry obligations of your own, and the enforcement machinery went live in August 2026.
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.
Ten provisioning and access governance platforms compared on connectors, SCIM support, certification and separation of duties, verified September 2026.
IGA platforms compared on access certifications, separation of duties, role management and AI agent governance, with verified pricing and 2026 market changes.
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.