spawnML – Adversarial AI testing for business logic and staging environments

Summary: spawnML deploys thousands of AI agents to test business logic, identify revenue leaks, and break staging environments before real users encounter issues. It automates adversarial quality assurance to replace manual testing.

What it does

It runs large-scale AI-driven attacks on software to detect vulnerabilities and errors in business processes and staging setups.

Who it's for

Developers and small engineering teams needing extensive testing without hiring large QA staff.

Why it matters

It prevents revenue loss and environment failures by catching issues early through automated adversarial testing.