Real-SWE is a benchmark that evaluates AI models on private, real-world enterprise codebases licensed from actual companies, testing their ability to handle production tasks with business consequences, company-specific conventions, and multi-service complexity. Unlike synthetic benchmarks, tasks come directly from working engineers' actual problems in billing systems, fintech platforms, and AI sales tools, requiring agents to navigate proprietary systems and business rules across multiple services and infrastructure tools.