NVIDIA’s April piece on inference economics focused on a hard reality: AI value is constrained by how efficiently inference is run at scale.
Source: https://blogs.nvidia.com/blog/ai-inference-economics/
Why this matters for SMEs
For smaller teams, uncontrolled usage costs can erase productivity gains quickly.
Birdcage take
Track inference-heavy workflows with the same discipline as payroll or cloud spend. AI ROI is an operations problem, not just a model problem.




