
Bank Reconciliation & Statements with UiPath
Pure RPA automation with UiPath: the robot downloads bank statements from the portal daily, matches transactions to open items, and posts them in a desktop accounting system without an API. Ambiguous cases go to a clarification list. Delivered by Groenewold IT Solutions in Leer/East Frisia (Made in Germany).
Bank Reconciliation & Statements with UiPath
Automation
The Challenge
Daily download, manual matching
Every morning the accounting team downloaded statements from the bank portal and matched incoming payments to open invoices by hand. This was monotonous, time-consuming, and error-prone at high volume—cash-discount deadlines and dunning runs suffered from the delay.
Multiple bank accounts and subsidiaries multiplied effort: each account meant separate login, export, and reconciliation in accounting. Holidays and sick leave caused backlogs that took days to clear.
Team leads wanted transparency on which payments were still open—instead of Excel lists parallel to the ERP. The manual process did not deliver reliable near-real-time visibility after bank posting.
Portal and accounting without an interface
The bank portal offered no automated export for this use case, and the desktop accounting system had no open API. A classic integration was therefore ruled out; the process had to run through the user interfaces.
The bank offered MT940 export for large clients, not for the account setup in use; accounting was an established on-premise product without REST. Middleware would have taken months and would not have relieved daily work.
Strict requirements applied to credential handling and logging—credentials must not sit in scripts, and every posting had to remain traceable.
RPA as a bridge between portal and ERP screen
Instead of waiting for future API projects, a robot should automate the recurring path: login, download, match, post—daily, before processing starts. Business control stayed with accounting for genuine clarification cases.
The service provider already used UiPath elsewhere; a second tool was unwanted. Resilience to portal updates and clear escalation on ambiguity mattered more than maximum auto-match at any cost.
Cash discounts and dunning depended directly on daily bank close—delays cost real money. Hence priority on a reliable morning run over experimental AI matching.
Our Solution
RPA & accounting views
UiPath fetches the statement and posts
A UiPath robot logs into the bank portal, downloads the daily statement, and reads the transaction lines. Based on reference text, amount, and reference, it matches payments to open items and posts them in the desktop accounting system—entirely through the screen.
The solution connects RPA process automation with pragmatic finance operations—a typical RPA instead of API case when portal and desktop software offer no interfaces. Deeper work later under API integration.
“The same click chain every morning had to go. UiPath handles download and clear matches; we only handle real clarification cases.”
Clear matches automatic, the rest to the clarification list
Only unambiguous matches are posted automatically. Ambiguous or missing matches go to a clarification list with a notification to accounting instead of being posted incorrectly. Control stays with the specialists.
Matching rules combine amount, reference text, customer number, and payment reference; partial payments and batch transfers have their own rules with minimum confidence. Rules are versioned and aligned with accounting when needed.
The clarification list includes screenshot excerpt, suggested candidates, and link to the bank line—clerks decide in minutes instead of researching from scratch.
Secure and traceable
The run starts daily via the Orchestrator; credentials are held securely in the credential store, and every step is logged. Robust selectors and error notifications handle portal changes. Delivered by Groenewold IT Solutions in East Frisia.
Two-factor handling and session timeouts are modeled in the workflow; on abort no half-posted day is created. Logs contain posting ID, match score, and timestamp—audit-ready without plain-text passwords.
Effort and ROI can be planned with the automation cost calculator; similar finance processes appear in automation references and CRM & finance references.
Operations, maintenance, and continuous improvement
“Automation does not mean blind posting—that is why the clarification list stays mandatory, and every rule change goes through team-lead approval.”
Monthly reviews analyse match rate and clarification reasons; new vendors or payment patterns feed rule updates. On portal updates a sandbox run tests before the production schedule. Made in Germany—delivery and support from East Frisia.
Results
Faster reconciliation, less monotony
Most incoming payments are matched and posted automatically; accounting only handles genuine clarification cases. Open items are current sooner, improving dunning and liquidity overview.
Cash discounts are missed less often because bank postings are in the system by late morning. Clerks gain time for review and advisory work instead of repetitive portal clicks.
Management gets earlier liquidity indicators because daily close is predictably reached before noon—not dependent on individuals and manual sequencing.
Reference for RPA in financial accounting
The project shows how a recurring finance process can be automated with UiPath alone when portal and accounting offer no interface—with a clear split between automation and clarification cases.
For service providers and mid-market companies the pattern transfers: daily bank run, rule-based matching, human control on ambiguity. More examples in the automation hub and CRM finance references.
Long term a real bank API or ERP interface can follow—until then RPA delivers immediate relief without months-long integration projects.
Technical implementation in detail
Portal login, download, and parsing
The robot starts with secured credentials from the Orchestrator credential store; 2FA prompts are modeled as wait steps or SMS gateway hooks depending on bank setup. The daily statement is downloaded as PDF or CSV and converted to structured transaction lines.
For multiple accounts the workflow iterates sequentially with per-IBAN logs—parallel logins were avoided for security reasons.
Matching engine and posting screen
Open items are read through the accounting screen and matched in memory with bank lines. Matches above the confidence threshold trigger the posting sequence; below that the line stays on the clarification list.
Partial payments post only when remaining amount and reference are consistent; batch payments split across invoices only with unambiguous reference allocation in the payment text.
Rollout and lessons learned
Shadow mode and gradual auto-match rate
In the first weeks the robot ran in shadow mode: match suggestions without posting, compared with manual handling. Only after stable match rate did productive auto-posting go live—with daily spot checks by the team lead.
New matching rules always started with a lower auto threshold and were tightened only after evaluation.
Portal updates and operating model
Bank portals change layouts without warning; hence weekly selector health checks and alerts on increased error rates. An accounting contact maintains clarification reasons as input for rule maintenance.
Holiday calendar in the Orchestrator avoids pointless runs on non-banking days; catch-up runs on the next business day are parameterised.
Features
Feature overview
- Automatic login to the bank portal
- Download and parsing of the daily statement
- Rule-based matching to open items
- Posting in desktop accounting via the screen
- Clarification list for ambiguous or missing matches
- Daily runs via the Orchestrator
- Secure credentials and logging
- Delivery by Groenewold IT Solutions (Made in Germany)
Common questions about bank reconciliation with UiPath
Which parts of bank reconciliation can be automated with UiPath?
Typical candidates include statement retrieval, matching against open items, pre-checks for discrepancies and documenting holds or clarification cases. Repetitive interface work is especially well suited here. This is a classic use case for RPA workflows.
When is bank reconciliation more than just RPA?
As soon as multiple accounts, ERP systems or approval paths are involved, teams need more than a bot. They need process logic, monitoring and explicit exception routes. That turns point automation into a real finance workflow. This aligns with automation and RPA workflows.
How are discrepancies or unmatched transactions handled?
They should be flagged automatically, enriched with context and routed into defined handling steps. That keeps the bot robust without hiding special cases. Good implementation combines RPA workflows with reliable automation.
What benefit does the finance team notice first?
Reconciliation becomes more predictable, manual comparison work decreases and month-end closes run more smoothly. It is especially valuable that handling and exceptions become more transparent. Similar effects are visible in our automation references.
Project Details
Project
Completed
Design and operations (reference project)
Technologies
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