Clarifeye

We believe LLMs and humans are meant to collaborate. But to do so at scale — and with confidence — they need a new framework where human experts can guide LLMs the same way they would train a new colleague — through iterative feedback, context sharing, and real-world examples. Clarifeye is the GenAI-ready knowledge warehouse that transforms unstructured content — documents, diagrams, transcripts — and domain know-how into structured, reusable, and expert-vetted data assets. Built for enterprise teams, our platform empowers coders, subject-matter experts, and AI agents to collaboratively build, test, and improve LLM-powered workflows on proprietary unstructured data in a shared, versioned environment. Clarifeye connects LLMs and experts in a continuous feedback loop — where structured outputs are reviewed, corrected, and validated by domain experts. This process transforms LLMs’ probabilistic outputs into reliable, context-specific logic — while capturing expert insights as structured, traceable knowledge that becomes the foundation for scalable, collective intelligence.