Perspectives · Record to report
How the accounting close runs today at most companies, where it breaks, and how we redesign it end to end with AI.
The monthly close, across more than 10,000 organizations
Top-quartile companies complete the monthly close in five days or fewer.
The median company. For the annual close the figure is eighteen days.
The bottom quartile takes ten days or more. Progress on this spread has stalled since 2019.
A two-to-one gap between the top and the bottom of the same process, in the same industries, on largely the same software, is not a technology gap. It is a design gap.
Source: APQC Open Standards Benchmarking, cycle time to complete the monthly close. Top performers redesigned the work; most others automated pieces of it — ValX view.
In brief
Every company runs the same nine sub-processes. The median company closes the month in six days and the year in eighteen, and the share of companies closing within six business days has not moved since 2019.
Finance functions spend about half their time collecting data rather than analyzing it. Reconciliations, accruals and data hygiene top every ranking of close bottlenecks, and a third of accountants report making several errors a week under capacity pressure.
The financial close process and accounting personnel shortages each account for roughly a fifth of material-weakness root causes. 73% of controllership staff say new regulation has added to their workload, while the pipeline of new accountants shrank.
The redesign moves work into the period, reviews exceptions instead of populations, orchestrates approvals, and drafts the explanations people now write from scratch. The step count barely moves. What falls is the number of steps a person performs, and the hand-offs between them.
Adoption is broad — 59% of finance functions use AI. Value is narrow: 21% of finance leaders report clear, measurable value, and Gartner expects more than 40% of agentic AI projects to be canceled by 2027. Decision rights, controls and roles have to be redesigned first.
What actually compresses
When the steps cannot be removed, the honest measure is how many steps a person performs and how many hand-offs sit between them. Across the whole close, for a synthetic reference company anchored to the median benchmark:
The close does not get shorter because things stop happening. It gets shorter because most of them stop being a person’s queue.
The days come in roughly equal thirds: parallelism in intercompany and consolidation, work moving out of close week into the month, and judgment moving earlier. Automating single tasks is a means to those three, not the source of the days.
How to read the evidence
Testimony proves a statement was made, not that the statement is true. So we mark where each claim comes from, and we say which ones are ours.
Independent benchmark, regulator, Big 4 or analyst research.
Peer-reviewed or working paper.
Survey or case published by a software vendor. Directionally useful, not independently verified.
Our judgment and insight, based on our experience. Not evidence, and marked so you can discount it.
A figure for a synthetic reference company. Not a claim about any client, and replaced by measurement in the deep dive.
Close-week touch hours
~620 h per close → ~230 h
Steps a person performs fall 84 → 38; pools in accruals and reconciliations.
The external auditor rejects sampled review of below-threshold items as a control. The target becomes ~330 h — still positive, materially smaller.
We test that assumption in week two, before the pilot is designed around it, rather than after.
The full document
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