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Dev Tools · 2h ago

10 Ways to Cut LLM Costs in Spring AI 2.0

By Meridian48 News Desk · Summarised from DEV Community ·

Spring AI 2.0, released June 12, 2026, introduces controls to reduce token usage and costs. A chatbot with a 2,000-token system prompt run 100,000 times monthly can cost $200 before user messages. The series covers ten cost drivers, from prompt caching to tool calling, with practical Spring AI controls.

Meridian48 take
The article is a practical guide for developers using Spring AI, but its cost-saving advice is generic and may not apply to all use cases.
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How to Reduce LLM Costs in Spring AI 2.0: 10 Practical Controls →
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