How to Reduce LLM API Costs: The 6-Layer Playbook That Took One Workload from $6,100 to $640/Month (2026)

Cutting your OpenAI, Claude, and Gemini bill is not one trick, it is six compounding layers applied cheapest-effort-first: prompt caching, model routing, batching, context hygiene, output control, and metering. Worked dollar math at every layer, plus the $6,100 to $640 stacked total.

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LLM cost optimizationreduce API costsOpenAIClaudeGeminiprompt cachingmodel routingAI FinOpsMay 2026
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Article Summary

Cutting your OpenAI, Claude, and Gemini bill is not one trick, it is six compounding layers applied cheapest-effort-first: prompt caching, model routing, batching, context hygiene, output control, and metering. Worked dollar math at every layer, plus the $6,100 to $640 stacked total.

Key Topics

  • • LLM cost optimization
  • • reduce API costs
  • • OpenAI
  • • Claude
  • • Gemini
  • • prompt caching
  • • model routing
  • • AI FinOps
  • • May 2026

Key Topics

  • •LLM cost optimization
  • •reduce API costs
  • •OpenAI
  • •Claude
  • •Gemini
  • •prompt caching
  • •model routing
  • •AI FinOps
  • •May 2026

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