#value-loop

From Model Race to Value Loop: How AI FDE Delivery Drives Enterprise AI ROI in 2026

In 2026 a growing argument in enterprise AI is that the contest is no longer about who has the strongest model, but who can close the loop from tokens to business value. That's where the AI Forward Deployed Engineer (FDE) comes in — an on-site delivery model that vendors like Runjian price on the value it actually creates. Here's what an AI FDE is, how it compares with traditional outsourcing, and what verifiable, auditable delivery looks like in practice.