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The Automation Index

Can payment reconciliation be automated?

Mostly automatable: 71% of task time

The answer

Largely. Importing bank feeds, matching exact payments to invoices and splitting card-processor payouts into sales, fees and refunds are mostly automatable today. In our model about 70% of reconciliation time can go to software. What stays human is investigating partial and unidentified payments, and signing off the period before the numbers are reported.

The tasks, and how much of each is automatable today

Six tasks make up payment reconciliation. Importing feeds and matching exact payments are 95 to 100% automatable. Splitting processor payouts is about 80% automatable. Investigating partial or unidentified payments is about a third automatable. Chasing customers about them is partly automatable. Reviewing and locking the period stays mostly with a person.

TaskActivity typeMin / weekAutomatable
Import bank and processor feedsBank feeds and processor APIs deliver transactions daily without anyone downloading statements.Collecting data
base rate 64%		20100%
Match exact payments to invoicesAmount, reference and customer match by rule. The 5% left is references typed wrong by the payer.Processing data
base rate 69%		12095%
Split processor payouts into sales, fees and refundsThe processor reports each payout's contents. Disputes, currency conversion and adjustments still need checking.Processing data
base rate 69%		9080%
Investigate partial, combined or unidentified paymentsAI suggests likely matches from amounts and names. Deciding which invoices one payment covers needs a person.Applying expertise
base rate 18%		6035%
Ask customers about payments that cannot be identifiedA templated query can be drafted. Choosing who to ask and reading their answer stays human.Interacting with people
base rate 20%		2040%
Review and lock the periodChecks can confirm balances match. Signing off that the books are right is a professional judgement.Applying expertise
base rate 18%		3020%
Whole process34071%

Base rates are McKinsey Global Institute's technical automation potential for each activity type. The share for each task is our adjusted estimate. Method.

Hours saved per week

For a business with about 300 bank and processor transactions a week, reconciliation takes about 5.5 hours of a bookkeeper's week by hand. Automating the tasks above returns about 4 hours a week, roughly 190 hours a year. The time left goes on the exceptions, which is where reconciliation errors hide.

Modelled on: A business taking card payments through Stripe and bank transfers from B2B customers, with about 300 transactions a week reconciled by a part-time bookkeeper.

  • About 300 transactions a week across two bank accounts and one card processor.
  • Processor payouts arrive as batches that combine many charges, fees and refunds.
  • About one transaction in 20 is partial, combined or unidentified.
  • The period is reviewed and locked weekly.

5.5 hours a week by hand, 4back with automation. Formula: the sum of each task's minutes multiplied by its automatable share, divided by 60, rounded to the nearest half hour.

Tools that do the job

Accounting software does most of the matching. Xero and QuickBooks pull bank feeds and suggest matches. Stripe exposes each payout's breakdown of charges, fees and refunds. n8n or Make split payouts into the right entries and post the leftovers to a review list in Google Sheets or Slack for the bookkeeper.

Xero
Bank feeds, match suggestions and bank rules for repeat transactions.
QuickBooks
Alternative accounting system with the same feeds and matching.
Stripe
Payout reports listing every charge, fee and refund inside each bank deposit.
n8n
Breaks payouts into entries, matches exact payments and builds the exceptions list.
Google Sheets
Exceptions list with suggested matches for the bookkeeper to confirm.
AI agent
Suggests which invoices a partial or combined payment most likely covers.

A simple workflow

The workflow runs daily. It pulls bank and processor transactions, matches exact payments to open invoices, breaks each processor payout into gross sales, fees and refunds, and posts them. Anything that does not match exactly, such as partial payments or unknown senders, lands on a short review list with suggested matches.

  1. TriggerRun every morning against new bank and processor transactions.
  2. MatchMatch payments to open invoices where amount and reference or customer agree exactly.
  3. SplitFor each processor payout, post gross sales, fees and refunds separately so the deposit balances.
  4. SuggestFor anything left, suggest likely invoices and list it for review with the evidence.
  5. CloseWeekly, confirm bank balances agree with the books and lock the period.

Keep these human

  • Deciding which invoices a partial or combined payment covers when the payer did not say.
  • Signing off the period. Someone accountable must confirm the books are right before they are reported.

Where it goes wrong

  • Posting payouts as one sale. Recording a processor deposit as a single income line hides fees and refunds and breaks matching. Split every payout.
  • Over-eager auto-matching. Rules that match on amount alone pair the wrong invoices when two customers owe the same sum. Require a second field.
  • Ignored exceptions. An exceptions list nobody clears grows until month end. Keep it short and review it daily.

What most guides miss

Most reconciliation guides assume one payment, one invoice. For businesses taking cards, the mess is processor payouts: one bank deposit containing dozens of charges minus fees and refunds. Splitting each payout from the processor's own report before matching removes most of the manual work, and it is the step accounting software handles least well by default.

The evidence