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Cutting LLM costs without sacrificing quality

NEO Campus Editorial1 February 20266 min read
Cutting LLM costs without sacrificing quality

LLM bills surprise more finance teams than any other infrastructure line item. Most of the cost is avoidable with disciplined engineering.

Route by difficulty

Send easy queries to a small model and only escalate when needed. A 90/10 split often cuts costs in half.

Cache aggressively

Many queries are repeated or near-duplicates. Semantic caching pays for itself quickly.

Prompt diet

Trim system prompts, remove unused tools, and shrink few-shot examples. Tokens add up.