Solutions · Drift Detection

Drift Detection, solved once.

Continuous drift detection across cloud and on-prem.

IN ONE LINE

Drift Detection

Detect configuration drift between declared state and live infrastructure using scheduled audits with AI classification.

Part of DevopsifyModel Control planeCoverage Cloud + on-prem
THE PROBLEM

Why this keeps hurting teams.

And how the control plane answers it without adding another dashboard to the pile.

The problem. Infrastructure changes happen outside approved workflows: manual console edits, auto-scaler adjustments, operator health checks. Without continuous monitoring, drift accumulates silently until it causes outages, security gaps, or compliance failures. By the time anyone notices, reconstructing what changed and why has become the real project.

How Devopsify solves it

Devopsify runs scheduled drift audits against your infrastructure, classifying each deviation as expected (operator-managed) or unexpected (unauthorized). The AI agent distinguishes between intentional changes and unauthorized modifications, producing structured audit reports that engineering teams can act on instead of a wall of diffs nobody can triage.

HOW IT WORKS

Three moves, one operating model.

01. Declare the baseline

Declare the baseline

Your approved state (IaC plans, manifests, and policy) becomes the reference. Devopsify knows what the estate is supposed to look like.

02. Audit on a schedule

Audit on a schedule

Recurring checks compare live state against the baseline across cloud and on-prem, so drift is caught in days, not at the next quarterly review.

03. Classify and route

Classify and route

The AI agent separates expected operational drift from unauthorized changes, then routes findings into approval workflows so the right person decides the fix.

KEY FEATURES

What you get out of the box.

01

Scheduled audit runs (daily/weekly configurable)

02

AI-augmented drift classification

03

Operator vs unauthorized change distinction

04

Structured audit report generation

05

Alerting on security-sensitive drift

06

Integration with approval workflows for remediation

WHY DEVOPSIFY

The difference that actually matters.

A diff tool tells you something changed; it doesn't tell you whether that change is fine. Devopsify adds the judgment layer: classification of expected versus unauthorized drift, tied to the same policy and approval model that governs every other change. Drift stops being a pile of noise and becomes a short, prioritized list someone can actually work through.

USE CASE

Catching a manual console edit before it becomes a security exposure

USE CASE

Proving to an auditor that changes only happen through approved paths

USE CASE

Stopping config decay from quietly undermining a production environment

WHO BENEFITS

Built for the people who own the outcome.

Operations teams maintaining SLAs, security teams enforcing change policies, compliance teams proving control effectiveness, platform engineers preventing configuration decay.

The outcome. Drift becomes a continuous, triaged signal, not a surprise discovered during an incident or an audit.

SEE IT LIVE

Try Drift Detection on labeled demo data.

Start in seconds with zero cloud credentials, then connect a real account for live discovery.