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Ring-based patching across Windows, Linux and third-party apps with automatic rollback on health regression.
Measured outcomes
11 days → 34 hrs
Emergency patch lead time
68% → 98.7%
Compliance
−89%
Patch-related incidents
9,400
Systems in scope
Patch compliance sat at 68% because deployment was manual, risky and frequently deferred. Emergency patches took eleven days to reach the estate.
Patching is now continuous and ring-based: a canary ring proves the patch, health telemetry gates promotion, and a regression halts the rollout automatically.
Headline result
0.0%
patch compliance
Tags
Five capabilities that define the system. Each one exists because something specific was broken.
Promotion between rings requires the canary population to stay within its error budget.
A health regression triggers uninstall and halts the wave without human intervention.
Beyond OS patching: browsers, runtimes, PDF readers and line-of-business apps.
Respects per-system change windows, production freezes and validated-system constraints.
GxP-appropriate records of what was patched, when, by which approval.
A wave scheduler over agent-based deployment, with health telemetry as the promotion gate.
3 components
Severity plus exploitability drives wave priority, not just CVSS.
3 components
Executor chosen per platform; the ring model is uniform.
3 components
Health is measured against the pre-patch baseline for that same population.
No mystery components. Everything below is either open source or a platform you already own.
Interactive mock-ups of the shipped interface. The live environment is available during a demo session.
Ring progression with health gates
The running environment is available during a booked session — including a sandbox tenant you can drive yourself.
The real sequence, in order. Steps with a command are copy-pasteable.
Helm release plus TimescaleDB for health telemetry.
$helm install patching aiinfraengine/patch-automationConnect Intune, SCCM and Ansible Tower with scoped service accounts.
Build canary, pilot, broad and critical rings from CMDB attributes.
$aiinfraengine patch rings apply ./rings.yamlCollect two weeks of pre-patch telemetry before enabling automatic promotion.
Published rather than hidden behind a call. Volume and multi-year terms move these numbers.
Platform
$1.10per system / month
Implementation
from $48kone-time
Need this scoped against your estate? We will size it properly, in writing, within a week.
Request a quoteWe will walk you through the architecture, the trade-offs we made, and what would change for your environment.