Essential benchmarks showing how billing and finance automation can reduce close, reconciliation, and reporting work while cutting the manual work that keeps finance teams working late
The month-end close remains one of the most time-intensive processes in finance operations. While Consero reports that only 7% of companies close their books in under three days, recent research also shows meaningful variation in close performance, rising AI adoption, and substantial remaining headroom for workflow automation. For companies with usage-based billing models, close can involve additional work to reconcile metered usage, calculate variable revenue, and ensure accurate invoicing before closing the period. Orb's finance workflows are built for consumption-based billing, supporting revenue recognition reporting and accounts receivable workflows, alongside usage-aware invoicing that reduces manual reconciliation work.
Key takeaways
- Close performance varies widely: In APQC's 2018 benchmark, the top quartile closed in 4.8 calendar days or less, while the bottom quartile required 10 or more calendar days.
- Manual file handling remains common: In a 2019 Brex survey, 71% manually uploaded CSVs during month-end close, while 48% of teams spent 10 or more hours each month preparing and uploading CSVs.
- Greater close automation is associated with faster performance: Ventana/ISG research found that 50% of organizations automating most or all reconciliations closed their quarterly books within six business days, compared with 33% using little or no reconciliation automation.
- AI adoption rose sharply in 2025: IFOL's 2025 AP study found AI use rose from 7% in 2024 to 29% in 2025, a roughly 314% relative increase, while 51% of respondents were actively considering AI adoption in the next 12 months.
- AP process-related stress rose in 2025: 78% of IFOL respondents cited stress caused by poor AP processes, up 14% from 2024.
- Usage-based billing adds complexity: Companies with consumption models can face additional challenges including variable revenue recognition, metered usage reconciliation, and deferred revenue tracking that specialized billing infrastructure is designed to handle.
The current state of month-end close: timing benchmarks
Understanding where your organization stands relative to industry benchmarks helps identify improvement opportunities. The data reveals wide variation in close performance and several recurring blockers, including manual workflows and data-quality issues.
1. Only 7% of companies close in under three days
The three-day close remains elusive for most organizations. According to Consero's 2025 Finance Leaders Survey, only 7% of companies close their books in under three days.
2. 62% of finance leaders closed within nine days in Consero's 2025 survey
Consero's 2025 survey showed a major year-over-year shift. Finance teams completing close within nine days rose from 8% in 2024 to 62% in 2025. Consero attributes the acceleration to AI adoption and increased finance and accounting outsourcing.
3. 44% of organizations completed quarterly close within six business days in 2023
Ventana/ISG's 2023 research found that 44% of participants completed their quarterly close within six business days.
4. The quarterly six-business-day close rate fell from 49% in 2019 to 44% in 2023
In the same Ventana/ISG research, the share of organizations completing quarterly close within six business days fell from 49% to 44% between 2019 and 2023.
5. APQC data cited in 2018 showed standard chart adoption can shave about two days off monthly reporting
In its 2018 article, CFO.com cited APQC data showing that organizations with widespread adoption of a standard chart of accounts can shave about two days from the time required to complete monthly consolidated financial statements compared with organizations with low adoption.
6. 59% of organizations completed monthly close within six business days in 2023
Ventana/ISG's 2023 research found that 59% of participants completed the monthly close within six business days.
7. The median close time was 6.4 calendar days in an older APQC benchmark
APQC's 2018 benchmark covering more than 2,300 organizations found a median cycle time of 6.4 calendar days. This older benchmark is useful historical context rather than a current 2026 industry median.
8. Top performers closed in 4.8 calendar days or less in APQC's 2018 benchmark
In APQC's 2018 benchmark, the top 25% of companies completed their close in 4.8 calendar days or fewer.
9. Bottom performers took 10 or more calendar days in the same benchmark
On the other end of the spectrum, in the same 2018 APQC benchmark, the bottom 25% of organizations required 10 or more calendar days to close. A longer close can delay financial reporting and absorb staff capacity, although the APQC benchmark itself does not measure those consequences.
10. Most teams spend 8-10 business days on close
According to Consero, most finance teams take 8-10 business days to complete the month-end close process. For organizations with complex billing models, including usage-based or hybrid pricing, metered usage and variable billing can add reconciliation requirements that must be managed during close.
Time consumption and workload: where the hours go
The month-end close and adjacent AP processes can consume substantial staff time. Invoice volume, processing time, CSV preparation, and manual data entry all illustrate the workload finance teams may need to absorb around close.
11. Mostly automated teams processing 5,001-10,000 monthly invoices complete invoice entry in two days versus over five without automation
IFOL reports that teams processing 5,001-10,000 invoices each month spend over five days on invoice entry without automation, while mostly automated teams complete it in two days.
12. 59% of surveyed teams collectively spend 10+ hours closing the books
In Brex's 2019 survey of finance and accounting professionals responsible for month-end close, 59% said their team collectively spends 10 or more hours closing the books at month end.
13. 48% of finance and accounting teams spend 10+ hours on CSV preparation and uploads
In a 2019 survey of 202 finance and accounting professionals responsible for month-end close, 48% said their team spends 10+ hours each month preparing and uploading CSVs. This manual data handling adds substantial close-period work.
14. 56% of finance and accounting professionals work longer hours during close
The close period creates a predictable crunch time, with 56% of finance and accounting professionals reporting they work longer hours per day during month-end close. This illustrates the recurring workload spike associated with closing the books.
15. 63% of IFOL respondents spend more than 10 hours weekly on invoice processing
Accounts payable workload remains substantial, with 63% of IFOL respondents spending more than 10 hours each week on invoice processing, up from 52% in 2024.
16. 36% of IFOL respondents process more than 5,000 invoices per month
IFOL's 2025 respondent snapshot shows that 36% of participants process more than 5,000 invoices per month, illustrating the transaction volume handled by many AP teams.
17. 14% of IFOL respondents process more than 10,000 invoices per month
Within the same IFOL respondent snapshot, 14% of participants handle more than 10,000 invoices monthly, underscoring the scale of AP workloads in part of the sample.
The spreadsheet and file-handling problem
Manual file transfers remain embedded in many close processes. CSV-based workflows can consume staff time and create additional opportunities for version-control and data-entry errors, while spreadsheet research also documents persistent formula-error risk.
18. 71% manually upload CSVs during month-end close
Brex's 2019 survey found that 71% manually upload CSVs to their accounting software during month-end close. This is a historical benchmark, but it directly illustrates the manual file-handling burden in the surveyed close workflows.
19. 63% of manual-CSV teams work longer hours during close
In the same Brex survey, 63% of teams that manually upload CSVs said they work more hours per day during month-end close, compared with 40% of teams that do not manually upload CSVs.
20. A 2018 peer-reviewed paper cites a 2015 study finding errors in more than 95% of spreadsheets
A peer-reviewed 2018 OOPSLA paper on spreadsheet formula errors notes that a 2015 study found errors in more than 95% of spreadsheets. This is general spreadsheet research rather than a month-end-close sample. For financial close processes, spreadsheet errors can cascade through revenue recognition, accounts receivable aging, and financial statements.
21. 66% of IFOL respondents still manually key invoices into ERP or accounting systems
Despite available automation, 66% of IFOL respondents reported that invoices are still manually keyed into their ERP or accounting software. This high rate of manual keying underscores how much AP processing still depends on manual work.
22. 57% of IFOL respondents cite too much manual data entry as an AP process challenge
In IFOL's 2025 study, 57% of respondents cited too much manual data entry as an AP process challenge. This finding is specific to AP, but it illustrates how manual keying can consume finance capacity.
Data and process blockers: what prevents faster closes
Close performance can be constrained by data quality, limited visibility, approval bottlenecks, and inconsistent process controls. These issues can increase manual work and make timely close execution harder.
23. 12% reported significant data quality and consistency issues in financial reporting
Ventana/ISG research found that 12% of participants described data quality and consistency as significant issues when preparing financial reports.
24. 24% reported somewhat significant data quality and consistency issues
In the same Ventana/ISG research, 24% of participants said data quality and consistency issues were somewhat significant when preparing financial reports.
25. 22% cite lack of invoice and payment visibility as an AP challenge
Ardent Partners' 2026 State of AP research found that 22% of respondents cited lack of visibility into invoice and payment data as an AP challenge.
26. 48% cite slow invoice and payment approvals as a top AP challenge
In Ardent Partners' 2026 State of AP research, 48% cited slow invoice and payment approvals as a top AP challenge. This underscores the operational value of reducing manual approval bottlenecks in finance workflows.
27. Only 6% of IFOL respondents used purchase orders for all invoices in the 2025 study
Just 6% of IFOL respondents reported that 100% of their monthly invoices go through a purchase-order process, indicating limited comprehensive PO coverage and more invoices outside standardized matching workflows.
The human cost: stress, workload, and capacity strain
The month-end close and adjacent AP processes do not just consume time and budget. They can also create sustained workload and stress for finance professionals. Survey data points to meaningful capacity strain across close and invoice-processing workflows.
28. 78% of IFOL respondents reported process-related stress in 2025
78% of IFOL respondents cited stress caused by poor AP processes, up 14% from 2024.
29. 92% believed AP automation would free finance teams for strategic priorities
IFOL reports that 92% of respondents believe automating invoice and supplier payment processes would allow finance teams to focus on strategic priorities. This indicates that reducing repetitive AP work can create more capacity for higher-value finance activities.
30. 75% of finance managers believe their financial close processes are ineffective
The Hackett Group reports that 75% of finance managers believe their financial close processes are ineffective. The finding supports the case for redesigning close workflows, but it does not establish manual workflows as the sole cause.
31. 67% spent five or more days per month processing invoices in the 2025 study
In the same IFOL report, 67% of respondents still spend five or more days per month processing invoices. That time commitment illustrates the ongoing workload associated with invoice processing in AP.
32. 53% of IFOL respondents reported data errors and discrepancies causing process delays
53% of IFOL respondents cited data errors and discrepancies causing process delays as an AP process challenge. This finding is specific to AP, but it illustrates the broader operational cost of finance data discrepancies. On the billing and revenue side, Orb's Accuracy architecture supports backfills that automatically update invoices and credit ledgers, while Orb's standard ingestion path retains raw usage events for historical re-querying and auditability. For exceptionally high-volume workloads, Orb also offers Hosted Rollups that aggregate configured event streams during ingestion.
Automation adoption: recent benchmarks and trajectory
AI adoption within finance has accelerated, while broader AP automation remains incomplete. The data shows substantial remaining headroom for additional workflow automation.
33. 58% of finance functions used AI in 2024
Gartner surveyed 121 finance leaders and found that 58% of finance functions were using AI in 2024, a 21-percentage-point increase from 2023, implying 37% in 2023.
34. AI usage in AP jumped 314% in one year
The growth in AP-specific AI adoption is even more dramatic, with usage rising from 7% in 2024 to 29% in 2025. This is a roughly 314% relative increase, or 22 percentage points.
35. In 2025, 51% of IFOL respondents were considering AI adoption within the next 12 months
In IFOL's 2025 study, 51% of IFOL respondents said they were actively considering AI adoption within the following 12 months. This documented strong near-term interest in AI adoption at the time of the survey.
36. In IFOL's 2025 survey, 43% were partly automated, 30% mostly automated, and none fully automated
IFOL's detailed 2025 AP automation chart shows 43% of respondents as partly automated, 30% as mostly automated, 27% with no automation, and 0% as fully automated. This gap represents significant opportunity for broader AP workflow automation.
37. 27% of IFOL respondents reported no AP automation in 2025
27% of IFOL respondents reported no automation in their AP department in the 2025 study. These organizations had substantial scope to automate repeatable AP work.
Automation and process design: measurable performance signals
Independent research shows a relationship between greater process automation, structured workflows, and faster closes, while close-process design also affects how quickly finance teams can complete and distribute reporting.
38. 50% of organizations automating most or all reconciliations closed the quarter within six business days
Ventana/ISG research found that 50% of organizations automating most or all reconciliations closed their quarterly books within six business days, compared with 33% of organizations using little or no reconciliation automation.
39. 54% of organizations using workflows closed the quarter within six business days
In the same Ventana/ISG research, 54% of organizations using workflows closed the quarter within six business days, compared with 21% that employed a limited amount of automation.
40. Only 11% used close workflows extensively in the 2023 research
Despite the faster quarterly-close performance associated with workflow use in the same research, only 11% of organizations used close workflows extensively.
41. 37% prioritized more analysis and audit time when accelerating close
Ventana/ISG found that 37% of participants selected having more time for analysis and auditing before publishing financial statements as their most important motivation for accelerating the close.
42. Only 29% said all or almost all finance information was available when needed
In the same research, 29% of participants said all or almost all information the finance department provided to the organization was available when needed. Another 67% characterized the information as somewhat timely, while 4% said it was not very timely.
43. 44% used regular review sessions to address close delays in the 2023 research
Ventana/ISG reported that 44% of participants used a monthly or quarterly review session to address factors that may lengthen the close. Another 38% discussed and addressed major issues as they arose, while 18% did not conduct a review.
Market projections and finance technology investment
Market forecasts project sustained double-digit growth in financial automation, while historical CFO budget data shows strong AI investment intent entering 2024.
44. The AP automation market is estimated at $6.94 billion in 2026
Mordor Intelligence estimates the global accounts payable automation market at $6.94 billion in 2026, up from $6.17 billion in 2025. The projected growth indicates continued expansion of the AP automation market.
45. AP automation projected to hit $12.46 billion by 2031
Looking further ahead, the AP automation market is projected to reach $12.46 billion by 2031, representing a 12.44% CAGR from 2026 to 2031. This trajectory reflects projected market expansion through 2031.
46. Financial automation market forecast at 14.6% CAGR from 2024 to 2030
A 2025 ResearchAndMarkets release reports that the broader financial automation market was valued at $8.1 billion in 2024 and is projected to reach $18.4 billion by 2030, a 14.6% CAGR over 2024 to 2030.
47. 90% of CFOs projected higher AI budgets for 2024
In a December 2023 Gartner survey of 302 CFOs and senior finance leaders, 90% projected higher AI budgets for 2024, while 71% planned to increase AI spending by at least 10%. This investment signal complements the broader finance automation market forecasts above.
How usage-based billing complexity impacts month-end close
For companies with consumption-based pricing models, month-end close can involve billing-specific work that general accounting automation may not fully address. Variable revenue, metered usage reconciliation, and deferred revenue calculations can add reconciliation and reporting work at close.
The usage data challenge
Usage-based billing companies often need to reconcile metered events against customer contracts and invoices before closing. Orb's standard metering architecture uses a raw data layer that can surface a log of every event, while the standard ingestion path retains raw usage events for historical re-querying and auditability. Orb's Accuracy architecture supports backfills that automatically update invoices and credit ledgers. For exceptionally high-volume workloads, Orb also offers Hosted Rollups that aggregate configured event streams during ingestion.
Organizations using Orb benefit from:
- Usage-to-invoice traceability and reconciliation
- Backdated price changes reflected in invoices and backfilled events that automatically update invoices and credit ledgers
- Invoice-to-usage-event drill-down
- Real-time access to granular revenue data and usage-native revenue recognition
Revenue recognition complexity
Usage-based revenue recognition can require tracking recognized, deferred, and unbilled revenue across billing periods. Without appropriate automation, finance teams may need to calculate or reconcile these figures manually, which can add time and error risk to close.
Orb's usage-native revenue recognition and revenue recognition capabilities support these calculations and provide:
- Recognized revenue reporting with daily report updates
- Deferred revenue tracking
- Unbilled revenue visibility
- Line-level service periods and ASC 606-aligned reporting
The integration imperative
A 2019 Brex survey found that 71% manually uploaded CSVs to accounting software during month-end close, illustrating the handoff burden that can arise when financial data moves between systems through manual files. For billing data specifically, native billing-to-ERP integrations can reduce manual rekeying and help keep financial records consistent.
For NetSuite users, Orb creates native transaction records including invoices, credit memos, customer deposits, and sales orders. This upstream structuring gives finance teams structured, audit-ready downstream records that reduce the need for manual transformation and support reconciliation.
Frequently asked questions
What is the average time a company spends on month-end close?
Consero says most finance teams take 8-10 business days to complete month-end close. An older APQC 2018 benchmark covering more than 2,300 organizations found a median of 6.4 calendar days, with the top quartile at 4.8 calendar days or less and the bottom quartile at 10 or more calendar days. These figures come from different studies and periods, so they are best used as directional benchmarks rather than a single current average. Neither source isolates companies without automation.
How does billing system integration affect month-end close time?
Billing system integration can reduce manual handoffs and rekeying between billing and accounting systems. Historical close research also illustrates the cost of file-based handoffs: a 2019 Brex survey found that 71% manually uploaded CSVs to accounting software during month-end close. For NetSuite users, Orb's native integration creates standard transaction records that support reconciliation and audit workflows and reduce the need for manual handoffs between billing and accounting.
What specific month-end close tasks can billing automation handle?
Orb supports invoice generation, usage reconciliation, revenue recognition, native credit memo records for NetSuite, and accounts receivable aging. For usage-based businesses, Orb also supports usage elements and tiered pricing, prepaid credit lifecycle management, and native handling of mid-cycle changes and proration.
How does Orb's raw data layer improve month-end close accuracy?
Orb's standard metering architecture uses a raw data layer that can surface a log of every event, while the standard ingestion path retains raw usage events for historical re-querying and auditability. Hosted Rollups provide an aggregation path for exceptionally high-volume workloads. Orb's Accuracy architecture supports backfills that automatically update invoices and credit ledgers, while backdated price changes are reflected in invoices. Orb also supports invoice-to-usage-event drill-down, giving finance teams event-level lineage for investigating discrepancies and supporting auditability.
What ROI can organizations expect from billing automation?
There is no single defensible universal ROI for billing automation because outcomes depend on process design, billing complexity, transaction volume, and implementation scope. Organizations can use the close-process benchmarks in this article as directional evidence of the operational value of automation. Ventana/ISG research found that 50% of organizations automating most or all reconciliations closed their quarterly books within six business days, compared with 33% using little or no reconciliation automation, while 54% of organizations using workflows achieved the same quarterly-close threshold versus 21% employing a limited amount of automation. Separately, IFOL's finding that 78% of respondents cited stress caused by poor AP processes highlights the human cost of repetitive AP workflows. On the billing and revenue side, Orb addresses close-workflow pain points through usage-native finance workflows, raw usage events, billing accuracy tooling, and a native NetSuite integration.