Ramp Labs Builds Semantic Layer for AI Spend Attribution

Ramp Labs posted a thread stating that AI spend metrics like tokens, model calls, and dollars fail to describe actual work. The account, which focuses on RL environments, agents, coding tools, and token optimization, said it built a semantic layer at Ramp that attributes agent spend to objectives and outcomes. This change moved the company from monitoring AI spend to understanding AI ROI. The thread includes a video attachment that opens with a white slide titled "AI is the fastest-gr…"