LLMOPS & AI INFRASTRUCTURE • 263 / 397
Operate AI like production: serving, GPUs, latency, capacity, routing and reliability.
Multi-Provider Strategy
A multi-provider strategy uses more than one model provider to improve resilience, coverage or price flexibility.
Think of it like
Think of Multi-Provider Strategy like familiar infrastructure capacity and traffic engineering, except the scarce resources are often tokens, GPU memory and model latency.
Real life
High-scale AI services depend on Multi-Provider Strategy to keep cost and latency under control.
SRE lens
Avoid making one external AI API a single point of failure.
Remember thisA multi-provider strategy uses more than one model provider to improve resilience, coverage or price flexibility.