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The Problem VisDrift Solves

Terraform provisioned it. Something else changed it.

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.

VisDrift Doesn't Wait to be Asked

It watches your infrastructure continuously.

It reasons against your compliance posture, and tells you:

  • What changed
  • What it means
  • What to do

The first expression of Zero-Prompt AI at the infrastructure layer.

Try VisDrift Free (no CC)

Watch VisDrift Turn Chaos Into Stability

Built for platform and SRE teams who can't afford another 2AM call.

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.

How VisDrift Works

🕵Detect

🛠️Remediate

🤓 Explain

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.

🤓 Explain

🛠️Remediate

🤓 Explain

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. 

🛠️Remediate

🛠️Remediate

🛠️Remediate

Autonomous repair engine previews changes before execution. Low-risk, high-confidence remediation with full audit trail and human override at every step. 

Key Capabilities

More than just drift detection.

  • Drift detection across Kubernetes + IaC
  • Live state vs. declared state unification
  • Graph-based context and dependency mapping
  • Predictive drift forecasting and alerts
  • Autonomous repair with pre-execution preview
  • Continuous compliance and policy enforcement
  • Change history and full audit trail
  • SOC2-ready architecture
  • SSO & RBAC
  • Backstage plugin
  • Multi-cloud support: AWS, GCP, Azure

Part of Something Bigger

This is just the beginning.

  

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.

Trusted by early enterprise pilots, backed by our partners

Proud member of the NVIDIA Inception Program

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

Proud member of Google for Startups Cloud Program

Thank you to Google Cloud for the cloud credits supporting our cognitive approach to infrastructure drift.

Stop chasing drift. Start running on intent.

Try VisDrift Free

Connect With Us

VisOS AI Corporation

21771 Stevens Creek Boulevard Suite 200B, Cupertino, California 95014, United States

408-444-6959

Copyright © 2026 VisOS - All Rights Reserved.

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