DataReconIQ is a human-in-the-loop data reconciliation tool for messy, real-world datasets. Instead of forcing matches, it uses AI to suggest and score possible matches, explain why they align, and flag uncertainty for review. No brittle scripts, fragile ETL, or Excel gymnastics. Built for operational and financial data where correctness matters more than speed.