Many organizations face what can be called the 'AI Trust Paradox,' where the potential efficiency of AI is often lost to the time-consuming manual verification needed to meet scientific standards. This whitepaper explores a framework called the 'LLM-as-a-Judge' model as one way to address this challenge.