Nobody knows what changed.
Provisioning is not operations. The moment infrastructure is deployed, it begins to drift from intent; through manual changes, failed rollouts, competing automation, and shared ownership across teams.
Most tools tell you something broke after it's broken! VisDrift tells you what changed, what it's going to affect, and how to fix it safely, before your next team firefight.
Real-time drift detection, explainable impact analysis, and safe human-controlled or autonomous remediation for platform and SRE teams who can't afford another 2:00AM call. Configuration drift doesn't warn you. VisDrift does.

It reasons against your compliance posture, and tells you:
VisDrift gives platform teams real-time visibility into Kubernetes drift with explainable, low-risk remediation.
It installs quickly, integrates with existing tooling, and previews the impact of changes before any action is taken.
Continuous comparison of live infrastructure state against declared intent across Kubernetes and multi-cloud environments. Drift is identified the moment it occurs, not after it cascades.
Graph-based semantic reasoning maps every change to its upstream causes and downstream dependencies. You see not just what drifted, but why and what's at risk.
Autonomous repair engine previews changes before execution. Low-risk, high-confidence remediation with full audit trail and human override at every step.


VisDrift is how you meet VisOS.
VisDrift is the SEE pillar entry point of the VisOS platform, the AI-native OS for modern infrastructure.
Once you can SEE everything, you're ready to SECURE every layer and BUILD with native AI.

We are grateful to NVIDIA for supporting our work building AI-native infrastructure systems.

Thank you to Google Cloud for the cloud credits supporting our cognitive approach to infrastructure drift.
VisOS AI Corporation
21771 Stevens Creek Boulevard Suite 200B, Cupertino, California 95014, United States
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