Scaling Up vs. Scaling Out

Scaling up means using bigger models or hardware (more parameters, GPUs, or memory).

Scaling out means distributing workloads across multiple smaller systems or specialized models.

Businesses often start with scaling out for flexibility and cost control before moving to larger-scale infrastructure.