The Economics of AI Inference: A Practical Cost Lens for SMEs

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.