The Intelligence Dashboard: Engineering Transparency in AI Training In the traditional outsourcing model, the relationship between a client and a vendor is often a "black box." A client sends a batch of data; weeks later, a batch of labels returns. This lack of visibi... AI data quality dashboard AI project transparency AI training metrics KPI for AI labs Measuring human-in-the-loop productivity RLHF performance tracking Unit Cost of Intelligence data auditing metrics real-time AI training visibility training data throughput Jan. 19, 2026 AquSag Technologies Blog