AI generates your code in seconds. We make sure it actually works.

AI coding assistants (Cursor, Claude Code, Copilot, Windsurf) boost development speed by 10x, but introduce silent edge-case bugs. SAGOZEN Quality acts as your automated safety boundary.

💡 Core Philosophy: AI removes the QA bottleneck; humans keep quality ownership, not replace QA team.

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The Challenge

Why Traditional Approaches Fail

Developers accept AI-generated pull requests quickly without thorough manual testing, resulting in undetected regressions, hallucinated methods, and subtle logic failures.

The SAGOZEN Solution

Managed Cloud + Self-Host Runner

SAGOZEN Quality continuously analyzes code commits from AI agents, automatically creating corresponding unit, API, and E2E regression tests to safeguard code quality.

Core Solution Capabilities

Engineered capabilities designed to eliminate friction in your automation pipeline.

Hallucination & Edge Case Detection

Fuzz tests AI-generated endpoints to expose unhandled null values and invalid inputs.

Automatic Coverage Catch-up

Whenever new code is written by Cursor or Claude Code, test coverage expands automatically.

Human Oversight Dashboards

QA managers receive aggregated risk scores and test evidence for all AI-generated modules.

Implementation & Configuration

Runs on your self-hosted runner with clean Playwright & TypeScript standards.

ai-guardrail.config.ts

typescript

import { aiCodeGuardrail } from '@sagozen/quality';

export default aiCodeGuardrail({
  monitoredAgents: ['cursor-agent', 'claude-code', 'copilot'],
  enforceTestRatio: 1.2, // 1.2 lines of test per line of AI feature code
  autoFixHallucinations: true,
  managedDashboardSync: true
});

Deployment Flexibility

Fully Integrated Across All 3 Tiers

Core Runner / Open SDK

Run scripts locally or in GitHub Actions with zero recurring subscription fees.

Managed Cloud

Automate parallel runners, team dashboards, and visual regression insights.

Enterprise

Private runners in your VPC, guaranteed SLA support, and compliance readiness.

Frequently Asked Questions

Can SAGOZEN Quality run alongside Cursor and Claude Code?

Yes! It integrates via CLI, Git Hooks, or GitHub Actions to test code produced by any AI coding assistant.

Does this replace developer code reviews?

No. It provides human reviewers with empirical test results so reviews are faster and backed by evidence.

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