The Foundry AI platform offers a deterministic web simulation and annotation framework, enabling users to collect high-quality labels, benchmark browser agents effectively, and debug performance issues. It ensures reproducible testing and scalable evaluation without the challenges of web drift, IP bans, and rate limits. Built by industry experts, the platform enhances agent evaluation, continuous improvement, and performance debugging in a controlled environment.