Agreeing definitions — what counts as liquidity, how performance is measured, which entities roll up where — resolved more of the problem than any piece of software.
The automation was deliberately conservative: reconciliations remain visible and reviewable, so the principals and their auditors can trust every number they see.
Identifying details have been removed at the client's request.