Can we trust LLMs to judge whether a research idea is novel?

This is primarily a deployment or customer-use signal. It is useful for understanding where the technology is being applied, but the result should not be generalized beyond the described workflow without comparable evidence.

Check the customer’s baseline, workflow scope, measurement period, model configuration, human involvement, cost accounting, and whether the reported outcome was independently evaluated.