LLM gateway providers often advertise significant discounts, but these savings may not reflect the actual cost of usage. Many gateways focus on input and output token prices, which constitute less than half of the total cost for agentic tools. The majority of expenses come from cache reads and writes, which are frequently discounted at a much lower rate or not mentioned in promotional materials. Users are advised to check the specific pricing for cache reads and writes, as well as input and output, to accurately compare providers. AI
IMPACT Users should scrutinize LLM gateway pricing beyond advertised discounts, focusing on cache read/write costs for accurate cost assessment.
RANK_REASON Article discusses pricing and cost-saving strategies for LLM gateways, which are tools that utilize LLM APIs.
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