Collaborative, subject-matter-expert workflow and AI-powered tooling for training LLMs, licensed to government departments and enterprises. Optimizes complex-reasoning annotation with 95%+ data delivery, <5% auto-review false negatives, 40% fewer false positives and advanced anti-plagiarism detection.