Your team wants to replace the human relevance panel wi...

While replacing human panels with LLM judges offers significant cost and latency benefits, it introduces the risk of systematic bias or inaccuracy. You must validate the judge’s performance by comparing its outputs against a gold-standard human-labeled sample. Furthermore, because LLM performance can shift or drift, you must define a formal recalibration process to maintain the integrity of the evaluation pipeline.