TUTORIAL 03
Reduce AI running costs
Find repeated calls, wasted context and unnecessary work.
PRACTICAL GUIDE
The steps
Trace one completed task
List each model call and tool interaction. Include failed attempts and human corrections. Start with cost per successful outcome, not token price alone.
Test simpler routes
Evaluate a smaller model or a deterministic rule for bounded steps. Keep the route only when quality is acceptable on representative examples.
Remove unnecessary work
Limit oversized context and output, avoid repeated calls, and use caching or asynchronous batching where supported and appropriate.
Watch quality after the change
Compare completion rates, review time and customer outcomes. Keep a rollback option. Lower spend is useful only if the business still gets the result it needs.
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