Variance is an AI-driven investigation and customer due diligence platform built for regulated financial institutions. The platform uses AI agents to perform investigative work across L1, L2, and L3 review processes while preserving consistency, traceability, and explainability. Agents can reproduce existing manual investigation workflows by collecting evidence from multiple internal and external sources. These sources can include transaction databases, company registries, sanctions lists, websites, adverse media, leaked-data repositories, and other investigative systems. Variance can also extract useful information from unstructured material such as scanned documents, handwritten records, images, PDFs, and web pages. Each investigation produces an evidence trail with cited sources, timestamps, artifacts, and the reasoning behind an agent’s conclusion. This structure is intended to help compliance teams prepare cases for internal review, regulators, and external auditors. Variance is designed to help teams close false alerts more quickly while escalating higher-risk cases with supporting evidence. The platform supports Know Your Customer, Know Your Business, transaction monitoring, and customer due diligence workflows.