🤖 Large Language Models

You're Burning 97% More on LLM Tokens Than You Need—Here's Proof and the Fix

Every bloated JSON payload you shove into an LLM is torching your budget—97% waste on unused data. One dev's fix turns $45k calls into $1, no fancy tricks needed.

theAIcatchup Apr 08, 2026 4 min read
Chart comparing raw JSON 1500 tokens vs cleaned 60 tokens for 97% LLM cost savings

⚡ Key Takeaways

  • Ditch raw JSON inputs to LLMs—extract only essentials for 97% token savings. 𝕏
  • Manual parsing sucks; use query engines like JSON PowerExtract for clean pipelines. 𝕏
  • Input optimization trumps prompt tweaks—efficiency is AI profit. 𝕏
Published by

theAIcatchup

Ship faster. Build smarter.

#AI efficiency #JSON extraction #LLM costs #token-optimization

Worth sharing?

Get the best Developer Tools stories of the week in your inbox — no noise, no spam.

Originally reported by dev.to

Related Stories

📬

Stay in the loop

The week's most important stories from theAIcatchup, delivered once a week.

No spam. Unsubscribe any time.