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Dev Tools · 2h ago

LLM Pipeline Optimization Cuts Token Usage by 70%

By Meridian48 News Desk · Summarised from DEV Community ·

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.
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How we optimized our LLM pipeline to cut token usage by 70% →
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