Less spend. More useful work.
Compare the cost of accepted results, reduce duplicate work, and test routing, batch processing, and context optimization.
READ THE GUIDECost control guides.
Measure useful outcomes instead of comparing headline credit quantities. Explore cache-aware accounting and a repeatable process for reducing duplicate work, routing tasks, and evaluating asynchronous processing.
Cache smart. Budget for the misses.
Measure cache hits, misses, and output usage so that a DeepSeek credit forecast does not depend on perfect reuse.
READ THE GUIDEHow to use this collection
Choose an acceptance test before changing the model or prompt. Include failures and retries in the comparison, keep the accounting boundary consistent, and evaluate the whole workflow after each optimization.
Use the glossary for unfamiliar terms and the official source directory for the provider references. Every article states its reviewed date; current account-specific rules still need to be verified before a purchase.