A method may include: (1) receiving, by a backend, orders and requests for quotes from an electronic trade platform; (2) receiving, by the backend, trades and order lifecycle messages from a
message service; (3) ingesting, by the backend, the orders, the requests for quotes, the trades, and the order lifecycle messages into one or more data stores; (4) identifying, by the backend, dimensions to evaluate using a trade reconciliation engine; (5) reconciling, by the backend, the trades using the trade reconciliation engine; (6) identifying, by the backend, dimensions for an order reconciliation engine; (7) reconciling, by the backend, the orders and the order lifecycle messages using the order reconciliation engine; (8) combining, by the backend, results of the trade reconciliation and the order reconciliation; and (9) outputting, by the backend, a
score for the combined results of the trade reconciliation and the order reconciliation.