Keygraph builds Shannon, a leading open-source AI pentester that matches what XBOW and Aikido do at a fraction of the cost. The agents read source code and exploit the running application, so every finding comes with a working exploit rather than a theoretical warning, and testing runs on every build instead of once a year.