Real-SWE is a new benchmark that evaluates frontier AI models using private, real-world enterprise codebases licensed from actual companies. By testing eight model configurations across ten tasks with 640 scored rollouts, the framework provides a more realistic assessment of AI coding capabilities in production environments.