Prompt compression
Remove redundancy and shorten system prompts.
Optimization Patterns
Reusable recipes for reducing waste without degrading outcomes.
Context trimming
Keep only relevant history and retrieved chunks.
Model routing
Use the cheapest model that meets quality thresholds.
Prompt caching
Reuse stable prefixes and repeated queries.
Output constraints
Force structured, shorter responses.
Retry reduction
Validate outputs and avoid repeated failed calls.
Batch processing
Move non-urgent jobs to batch workflows.