Caching

Memoize deterministic prompts, especially for onboarding flows or marketing copy.

Routing

Use heuristics to send simple prompts to cheaper models while reserving premium models for critical requests.

Batching

Aggregate similar requests to improve throughput and reduce per-token cost.

Hybrid Approaches

Train task-specific models for predictable workloads and fall back to general-purpose models for long-tail asks.