Today’s platform teams wrestle with a problem no one talks about enough: DRIFT.
Untracked changes. Silent failures. Pipelines that collapse without warning.
It’s costly, exhausting, and slows teams to a crawl.

Real-time detection across clusters, pipelines, IaC, and live state.
AI models identify patterns that indicate drift-related breakages before they happen.
Autonomous remediation with human-in-the-loop approvals or full autopilot mode.
With vectorized cluster state
Using multi-context embeddings
Powered by VisBuild
through VisSync
Purpose-built, not retrofitted

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