The CFO of a PE-backed company whose board wants monthly numbers sooner should have the controller time every month-end close task by task from the next one, map every entity to one chart of accounts, and only then automate the close steps that most delay the consolidated financial statements.
APQC, a nonprofit research organization that runs benchmarking surveys, measures the monthly close in calendar days from running the trial balance to completing the consolidated financial statements. In Metric of the Month: Cycle Time for Monthly Close, published by CFO.com in March 2018 and written by APQC's own CFO, the 2,300 organizations that answered that question in APQC's General Accounting Open Standards Benchmarking survey split this way: the median needed 6.4 calendar days, the top 25 percent 4.8 days or less, and the bottom 25 percent 10 or more. The same article reports that APQC data show organizations with widespread adoption of a standard chart of accounts can shave about two days off the time to complete their monthly consolidated financial statements, compared with organizations that have low adoption.
In Cherry Bekaert's Middle Market CFO Survey 2025, published in November 2025 by an accounting firm that sells tax, audit and advisory services, 49 percent of 200 CFOs and senior finance executives at U.S. middle market enterprises with revenue between $5 million and $250 million said they felt blocked by poor data quality from critical financial decisions.
From the next month-end close onward, the controller keeps a log of every close task from month end to the consolidated statements, with the entity, the person doing it, the calendar day it starts and ends, its hours, and the task or input it waits on. Each staff accountant logs their own tasks against the close checklist, and the existing finance staff do the work within the finance budget. After the second close, the controller marks the chain of tasks that sets the finish date, each waiting on the one before, and the calendar days each adds. The log also records the calendar day after month end on which the first trial balance is run, so the CFO reports two figures to the board every month on fixed definitions: calendar days from month end to the consolidated statements, and close days from the trial balance on APQC's definition.
In month three, where entities bought as add-ons still post to their own charts of accounts, the controller takes the mapping each entity's accounts already go through to consolidate, often a spreadsheet, and rebuilds it account by account into one company chart, and the CFO signs off the map. Nine-67 maps first because an automated reconciliation or intercompany elimination written against the old mapping has to be rewritten once the map is rebuilt. Each entity still posts to its own chart, so the map is only a step toward the standard chart of accounts in APQC's two-day finding, and the controller's log measures what the map saves.
From month four, the CFO funds automation for the tasks on that chain that repeat every close under a written rule, such as bank and balance sheet reconciliations, intercompany matching and recurring journal entries, starting with the task that adds the most days. A task on the chain that waits on an input from outside finance, such as supplier invoices waiting on a department's approval or goods receipt, gets an earlier cutoff that the controller agrees with the department head who owns it. The APQC article does not mention automation; it recommends identifying all reconciliations and journal entries that can be made prior to the end of the month, and communicating cut-off periods to department leaders ahead of close. Any software is paid from the finance budget, and the controller's log measures it by the calendar days it takes off the chain.
Where staff already use AI tools on close tasks, the controller logs those tasks the same way, so the CFO judges each tool on the days it takes off the chain. In Protiviti's 2026 Global Finance Trends Survey of 902 finance executives worldwide, published in August 2026 by a global consulting firm whose services include finance transformation, 77 percent of finance organizations were using AI, and only 14 percent of that group had a defined AI strategy.
An operating partner can ask each portfolio company for the board's two close figures every month, calendar days from month end to the consolidated statements and close days from the trial balance on APQC's definition, plus the number of entities consolidated, and compare both day counts only across companies consolidating a similar number of entities.
In Protiviti's press release on the same survey, published August 26, 2026, only 35 percent of finance organizations said they were highly or moderately effective at measuring AI ROI.
