/ Banks run on documents. Regulatory texts, supervisory guidance, internal policies that are long, conditional and cross-referenced. Getting an answer wrong carries real consequences. AI can process these documents at speed, but standard language models generate confident answers even when the evidence does not support them. The question this thesis asked