Dev Tools · 2h ago
LLM Pipeline Optimization Cuts Token Usage by 70%
A team reduced LLM API costs by 70% without switching to a smaller model. They implemented a complexity router, shorter prompts, semantic caching, and aggressive context filtering. The optimizations maintained response quality while slashing token consumption.
Meridian48 take
The piece offers practical, vendor-agnostic advice, but results depend heavily on use case and prompt engineering discipline.
llm-optimizationcost-reduction