Independent research
Governed AI changes the cost model.
An April 2026 Nucleus Research analysis reports that organizations adopting AI native translation platforms reduced translation spend by 80 to 90 percent. It also describes fragmented enterprise workflows taking two to four weeks from briefing to delivery, with much of the delay caused by coordination.
These findings describe the organizations studied. Build your own case from vendor spend, software cost, internal coordination time, quality rework, and release delay.