Scaling your infrastructure requires smarter data management to prevent runaway expenses on large model requests. These utilities normalize inputs, implement caching, and strip unnecessary context to ensure you only pay for the essential information processed by your backend. When selecting a method, compare your current traffic patterns against the specific latency and compression ratios offered to find the balance between budget savings and output quality.

Semantic prompt compression that never drops instructions.