The world's first Adversarial Quality Assurance platform.
Deploy specialized AI agents with diverse adversarial personalities to attack your business
logic, find revenue leaks,
and break your staging environment before your real users do.
Tests check if the "Login" button works when a user behaves perfectly.
Tests what happens when adversarial agents try to log in, bypass 2FA, and apply a fake discount code all at the same second.
A Crash Test for the AI Age
Point us to your staging environment or development site.
A diverse team of intelligent, adversarial AI agents with unique personalities start attacking your application.
Agents hunt for loopholes, logic failures, security gaps, and revenue leaks.
Receive actionable insights with reproduction steps for every bug found.
Clicks everything twice. Types passwords in username fields.
SQL injection, XSS, CSRF. Tries every exploit in the book.
Sends 1,000 requests per second. Finds race conditions.
Stacks coupons, manipulates prices, finds checkout loopholes.
Tests on every screen size, orientation, and network condition.
Finds scenarios you never imagined. The unexpected user.
Choose your swarm size
Let's discuss how spawnML can help you find bugs before your users do.
See the swarm in action