
How We Eliminated 61 LLM Calls Per Document With One Prompt Change
Building an inline entity extraction agent inside the ADPA document generation pipeline — replacing a 61-job extraction pipeline with a few lines of prompt instruction and a small parser service, at zero additional LLM call cost.




