Knowledge Center · Remediation Labs

Resources for the
Agentic Enterprise

Insights, research, best practices, and product resources to help organizations diagnose, remediate, and verify issues across software, cloud, AI agents, and production systems.

Learn how to move from findings to verified fixes.

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Active RemediationJun 2025

Active Remediation vs Traditional Remediation

Detection tools find problems. Active Remediation fixes them and proves the fix worked. Here is the critical difference every security leader should understand.

7 min readRead More
AI GovernanceMay 2025

The Future of AI Agent Governance

As coding agents, deployment bots, and autonomous systems enter production, organizations need structured governance — not just monitoring.

9 min readRead More
DiagnosticsMay 2025

Why Diagnostics Must Come Before Automation

Automated remediation without root-cause diagnosis creates new risk. The sequence matters: understand first, act second.

6 min readRead More
Delivery SecurityApr 2025

Protecting Software Delivery from Rogue AI Actions

AI agents operating in CI/CD pipelines and GitOps workflows can introduce unauthorized changes. This is how to detect, govern, and reverse them.

8 min readRead More
VerificationApr 2025

Building Verification into Every Remediation Workflow

A fix that isn't verified is not a fix — it's an assumption. Here's how to build multi-layer verification into every remediation action.

5 min readRead More
DiagnosticsMar 2025

Reducing MTTR with Context-Aware Diagnostics

Most incident response time is spent on diagnosis, not remediation. Context-aware diagnostics change that ratio — dramatically.

7 min readRead More
Reports

Research & Whitepapers

All reports
Research Report2025 · 42 pages

The State of Active Remediation

A comprehensive survey of how enterprises are approaching vulnerability management, cloud remediation, and AI-assisted operations — and where the largest gaps remain.

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Research Report2025 · 38 pages

AI Agents and Enterprise Risk

How autonomous agents are reshaping software delivery risk — and the governance frameworks organizations need to manage AI-introduced change safely.

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Executive Guide2025 · 28 pages

Code-to-Cloud Security in the Agentic Era

Why fragmented point tools can no longer keep pace with AI-driven software delivery — and what a connected remediation approach looks like in practice.

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Whitepaper2025 · 24 pages

Verification-First Operations

The case for treating verification as a first-class workflow — not an afterthought — and how organizations can build verified remediation evidence at scale.

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Maturity Model2025 · 32 pages

Enterprise Remediation Maturity Model

A five-stage framework for assessing and advancing an organization's remediation capabilities — from reactive ticket management to verified autonomous remediation.

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Stories

Customer Stories

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Financial Services
Challenge

A global bank's security team was managing 12,000+ open vulnerabilities with no automated remediation path.

Solution

Deployed Remediation Labs to auto-generate PRs for dependency patches and verify fixes against compliance policy.

Outcome

74% reduction in vulnerability backlog within 60 days. All remediations audit-verified.

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Technology
Challenge

A SaaS company's platform team faced 3-day average deployment failure diagnosis times.

Solution

Integrated Remediation Labs diagnostics into the deployment pipeline for automated root-cause analysis.

Outcome

Mean time to diagnosis reduced from 3 days to under 40 minutes.

Read Full Story
Healthcare
Challenge

Cloud infrastructure continuously drifted from HIPAA-compliant state without detection or remediation.

Solution

Continuous CSPM remediation with policy verification and tamper-evident audit trail generation.

Outcome

Zero compliance drift violations in 6 months. Full audit evidence for every infrastructure change.

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Retail
Challenge

An e-commerce platform faced PCI compliance gaps and slow runtime incident response during peak seasons.

Solution

Runtime risk remediation and compensating controls, with human-in-the-loop approval for production changes.

Outcome

PCI compliance maintained through peak season. Incident MTTR cut from 4 hours to 22 minutes.

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Manufacturing
Challenge

AI-driven manufacturing workflows were making infrastructure changes outside of approved governance.

Solution

Agent governance layer applied to all AI-initiated actions, with policy gates and approval workflows.

Outcome

All AI agent actions governed and verified. Zero unauthorized production changes in 90 days.

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Government
Challenge

A federal agency required FedRAMP-compliant evidence for every cloud configuration change.

Solution

Verification-first remediation with full audit trails and compliance evidence generation per change.

Outcome

FedRAMP audit passed. Every remediation backed by tamper-evident evidence package.

Read Full Story
Watch

Videos & Demonstrations

8:42
Demo

Platform Overview Demo

12:15
Walkthrough

Active Remediation Walkthrough

9:30
Demo

AI Agent Governance Demo

11:05
Demo

Code-to-Cloud Diagnostics Demo

7:20
Demo

Runtime Remediation Demo

14:50
Technical

Verification Engine Deep Dive

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