Ramp builds semantic layer linking AI agent spend to actual business ROI

floguo · x · 2026-09-09

Ramp published an article, Building the missing layer between AI spend and ROI by René Sultan, arguing that current AI telemetry shows which models agents use and what they cost, but not what companies are actually paying them to do. Ramp built a semantic layer that turns agent traces into business records.

Key capabilities: token-spend attribution shows who spent what; a router picks the model per task; ROI analytics close the loop by measuring what tokens actually bought, broken down by team and task. Available now via Ramp's router.

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