Vulnerability Scanning & Remediation

Continuous vulnerability scanning with AI-prioritized remediation workflows — correlating CVE severity, asset criticality, exploit availability, and compensating controls to generate actionable fix plans.

Within the Security Operations zone, Vulnerability Scanning & Remediation represents a critical operational capability that DevOps AI delivers through its unified platform. This process area operates at HITL Gate Level L2 (Approve to Proceed), meaning AI prepares recommendations and humans must approve before execution — balancing automation efficiency with human judgment for higher-risk operations.

How It Works

Vulnerability Scanning & Remediation in Practice

Vulnerability scanning — CVE correlation, exploit scoring, and AI-prioritized remediation plans

DevOps AI implements Vulnerability Scanning & Remediation as a fully integrated workflow within the Security Operations zone. When deployed from the Azure Marketplace, this process area is automatically provisioned with role-appropriate dashboards, notification rules, and automation policies tailored to your MSP's operational requirements.

Workflow Architecture

The Vulnerability Scanning & Remediation workflow follows DevOps AI's standard event-driven architecture. Events are ingested through the platform's connector framework — pulling data from PSA tools (ConnectWise, Datto Autotask, HaloPSA), RMM platforms (NinjaRMM, Datto RMM), and Microsoft 365 tenants — then processed through the AI inference pipeline before reaching the L2 gate for human approval.

Multi-Tenant Isolation

Every operation within Vulnerability Scanning & Remediation respects DevOps AI's zero-trust multi-tenant architecture. Client data is isolated at the Azure tenant level, encrypted at rest with customer-managed keys, and processed within geo-fenced compute boundaries. No cross-client data leakage is possible — even AI models are trained on anonymized, aggregated patterns rather than raw client data.

Human-in-the-Loop

Gate Level L2: Approve to Proceed

Vulnerability Scanning & Remediation is classified at HITL Gate Level L2, which defines exactly when AI acts autonomously and when human judgment is required. This classification was determined through risk analysis of the process area's blast radius, reversibility, and compliance implications.

L0 — Fully Automated

AI executes autonomously with full logging. No human approval needed.

L1 — Notify

AI executes and notifies the assigned human for review.

L2 — Approve to Proceed

AI prepares and recommends; human must approve before execution.

L3 — Human Only

Humans perform the action with AI decision support only.

Why L2?

Vulnerability scanning is automated, but remediation involves patching production systems. Security analysts approve remediation plans before execution to prevent unintended service disruption.

Integration

Platform Integration

Vulnerability Scanning & Remediation does not exist in isolation — it integrates with other process areas across the Security Operations zone and the broader DevOps AI platform through the event mesh architecture. Actions in this process area can trigger workflows in related zones, and events from other zones can feed into Vulnerability Scanning & Remediation operations.

Connector Framework

DevOps AI's connector framework provides bi-directional integration with the tools MSPs already use. For Vulnerability Scanning & Remediation, this typically includes PSA platforms (ConnectWise Manage, Datto Autotask, HaloPSA), Microsoft Graph API (Azure AD, Intune, Defender), and specialized third-party tools relevant to Security Operations operations. All connectors are managed through the platform's Marketplace zone — install once, available everywhere.

Analytics & Reporting

Every operation within Vulnerability Scanning & Remediation generates structured telemetry that feeds into the Analytics zone. Dashboards provide real-time visibility into process area health, throughput, error rates, and HITL override frequency. Over time, the AI models learn from human overrides to improve future recommendations — creating a continuous improvement loop that makes Vulnerability Scanning & Remediation more accurate with every interaction.

Audit Trail

Complete audit provenance is maintained for every action within Vulnerability Scanning & Remediation. This includes the triggering event, AI analysis results, HITL gate decisions (including who approved and when), execution outcomes, and any rollback actions. Audit data is immutable, tamper-evident, and exportable in OSCAL format for compliance evidence collection.

🛡️ Security Operations

All Process Areas in Security Operations

Explore other process areas within the Security Operations zone.

L2 — Approve to Proceed Adversary Emulation L1 — Notify Attack Surface Management L2 — Approve to Proceed BCDR Planning & Testing L1 — Notify Dark Web Monitoring L2 — Approve to Proceed Detection Engineering L1 — Notify EDR/XDR Integration L2 — Approve to Proceed Incident Response Orchestration L3 — Human Only Privileged Access Management (PAM) L0 — Fully Automated Security Observability L1 — Notify Supply Chain Security L0 — Fully Automated Threat Intelligence Feeds L2 — Approve to Proceed Vulnerability Scanning & Remediation L3 — Human Only Zero-Knowledge Vault (ZK Vault)

For Your Role

Who Uses Vulnerability Scanning & Remediation?

🛡️ Security Analyst 🛡️ vCISO 🌐 Network Engineer

Connected Zones

Works With

⚖️ GRC & Compliance 💻 Endpoint Management 📈 Analytics