Amplify Security vs Corgea: Which AI Code Fix Platform Should You Choose?
Security teams are not struggling to find vulnerabilities. The harder problem is getting them fixed fast enough. Most AppSec programs already generate more alerts than developers can realistically work through, which turns remediation into the real bottleneck.
Engineering leaders are increasingly looking at AI code fix platforms to help clear this backlog. Two options frequently come up in these conversations: Amplify Security and Corgea. While both use artificial intelligence to speed up vulnerability remediation, their underlying architectures and deployment models differ significantly.
If you are mapping out your AppSec strategy for the next year, understanding how these platforms fit into your existing pipeline is critical. This guide breaks down the core differences, features, and deployment models to help you choose the right tool for your engineering team.
The Evolution of Code Remediation
Historically, the application security industry prioritized detection. As tools got better at finding cross-site scripting, SQL injections, and memory leaks, the volume of security findings skyrocketed. Security teams now spend the bulk of their week sorting through alerts to determine which ones actually pose a risk.
Finding a vulnerability is only the first step, as the real objective is patching the code.
Automated code remediation platforms shift this workflow by using AI to draft the necessary code changes. The platform proposes a patch inside the normal development workflow, and the engineering team reviews it before merging. While Amplify Security and Corgea both aim to reduce the time it takes to fix software risks, they take entirely different paths to get there.
Corgea: AI-Native SAST Replacement
Corgea operates as an AI-native SAST platform designed to identify and fix security vulnerabilities, focusing heavily on business logic and authentication flaws.
Rather than relying entirely on traditional static analysis rules, it uses large language models to parse the context of the codebase. This approach is intended to lower the false positive rates common in legacy SAST tools. By mapping how different components and frameworks interact, the platform generates a fix when it detects a vulnerability.
Core Strengths of Corgea
Deep Contextual Analysis: Corgea understands middleware, configurations, and frameworks like Django or Spring to help find complex business logic flaws.
Taint Analysis: The platform provides a visual trace of how untrusted data moves through the application from the source to the vulnerable sink.
Unified Detection and Remediation: Corgea acts as both the primary scanner and the remediation engine.
The Implementation Reality
Adopting Corgea generally requires replacing your existing code scanning tools. Ripping out an established enterprise SAST deployment takes considerable time because security teams must rewrite custom rules, retrain developers, and rebuild CI/CD integrations. For organizations with mature AppSec programs, switching to a new detection engine is a massive undertaking.
Amplify Security: The Agentic Security Harness
Amplify Security takes an integration-first approach. Instead of replacing your existing SAST or SCA tools, it acts as an orchestration layer that sits on top of your current security stack.
The assumption here is that your organization already has tools capable of finding vulnerabilities, making triage and remediation the actual hurdles.
When an existing scanner flags an issue, Amplify takes over. It uses AI agents to verify the finding, gather codebase context, prioritize the risk, and generate a production-ready fix that routes directly to the developer.
Core Strengths of Amplify Security
Tool-agnostic: Amplify integrates with the tools you already use, meaning you do not need to replace your current SAST or SCA platforms.
Automated Triage: The platform automatically filters out false positives generated by your existing scanners to save security teams hundreds of hours of manual review.
Governance and Guardrails: Amplify provides a secure harness for AI execution. It ensures that AI agents operate within strict enterprise guardrails before suggesting code changes.
Developer Friction Reduction: By delivering accurate fixes directly into the CI/CD pipeline, Amplify removes the friction between security teams and developers.
Baseline Detection Requirements
Amplify relies on your existing detection tools. If your current SAST scanner is poorly configured and misses critical vulnerabilities, Amplify will not see them. The platform optimizes the remediation process, but it requires a functional baseline detection capability to operate effectively.
Architectural and Feature Comparison
To evaluate these platforms, it helps to look at how they handle the core functions of application security.
Detection Strategy
Corgea: Uses its proprietary AI-native engine to scan code and find vulnerabilities from scratch.
Amplify: Ingests alerts from your existing enterprise scanners to trigger the remediation workflow.
False Positive Management
Corgea: Aims to reduce false positives during the scanning phase by using AI to understand code context deeply.
Amplify: Automatically triages alerts from external tools to suppress false positives before they reach the development team.
Remediation Delivery
Corgea: Provides context-aware fixes that developers can review within the Corgea interface or via IDE extensions.
Amplify: Generates verified patches and opens pull requests directly in GitHub or GitLab to keep developers in their native environment.
Enterprise Governance
Corgea: Focuses on deep code understanding and compliance tracking within its own ecosystem.
Amplify: Built entirely around the concept of an Agentic Security Harness to provide strict controls over how AI interacts with enterprise codebases.
Choosing the Right Path for Your Pipeline
Deciding between Amplify Security and Corgea largely depends on your current security maturity and infrastructure.
If you are building a new AppSec program from scratch or are fully ready to migrate away from a legacy SAST tool, Corgea offers a unified detection and remediation platform.
For teams already invested in SAST and SCA, the bigger opportunity is shortening the path from alert to reviewed fix. Amplify Security is built for that part of the workflow. Amplify allows you to maximize the investment you have already made in security testing by turning static alerts into automated pull requests.
Ready to see how an Agentic Security Harness can scale your application security? Request a demo of Amplify Security today.
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Jeremiah Grossman
Founder | Investor | Advisor
Saeed Abu-Nimeh
CEO and Founder @ SecLytics
Kathy Wang
CISO | Investor | Advisor