SGAIL Labs operates an AI evaluation platform that tests agent behavior in realistic scenarios with incomplete, conflicting, or changing information rather than static benchmarks. The platform serves AI developers and enterprises seeking to identify operational failures before deployment through scenario-based testing, failure discovery, and continuous evaluation integrated with controlled training.