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r/MachineLearning
r/MachineLearning
7/4/2026
The original title is "How to get more from your chatbot for less [P]"

The original title is "How to get more from your chatbot for less [P]"

Original: How to get more from your chatbot for less [P]

Short summary

Cut chatbot and AI API costs by up to 60% by routing requests through pretrained classifiers instead of full tokenization. This post provides real-world cost-reduction patterns and a practical recipe for training your own prompt-routing classifier without major refactoring. Core insight: move from tokenmaxxing (processing all inputs) to tokenminning (intelligent selective routing).

  • Routing with pretrained classifiers reduces API costs by 60%
  • Real-world patterns and training recipe provided, no major refactoring needed
  • Shift from tokenmaxxing to tokenminning as core optimization strategy

Generated with AI, which can make mistakes.

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