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Agnostic Finance
Use Case

Automate Pre-Payment Duplicate Detection

AI agent that scans payment batches before processing to identify potential duplicate payments using multiple matching criteria

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Process Details

Inputs

Payment files

Outputs

Duplicate alert reports, held payment lists, investigation worksheets

Systems

SAP ERP (FI-AP), Oracle Payables, NetSuite AP, Microsoft Dynamics 365 Finance

The Challenge

Manual processes
create real problems.

  1. 1

    High potential for costly errors from manual data handling.

  2. 2

    Significant time and resources are spent on repetitive, low-value work.

  3. 3

    The manual process is difficult to scale without increasing headcount.

  4. 4

    Process bottlenecks lead to delays and missed deadlines.

The Solution

Describe it in English.
It runs deterministically.

  1. 1

    Scan Payment Batch

    Review all payments scheduled for processing

  2. 2

    Check Vendor-Amount Pairs

    Look for same vendor + same amount within date range

  3. 3

    Analyze Invoice References

    Compare invoice numbers and reference fields

  4. 4

    Examine Payment Timing

    Flag payments to same vendor within short timeframes

  5. 5

    Hold Suspicious Payments

    Quarantine high-probability duplicates for manual review

Primary Benefits

What you gain with
Kognitos automation.

Increase Efficiency

Dramatically reduce the time and manual effort required to complete the process.

Enhance Accuracy

Eliminate human error to ensure data integrity and reduce financial risk.

Empower Employees

Free your team from monotonous tasks, allowing them to focus on strategic work that requires their expertise.

Improve Scalability

Handle growing volumes of work without a proportional increase in operational costs.

Ensure Transparency

Maintain a complete, auditable trail of every action the AI agent takes, described in plain English.

FAQ

Common questions
answered.

No, it does not stop the entire batch. This is a key design feature to avoid operational disruption. The agent quarantines only the individual suspicious payment line items while allowing the rest of the payment batch to proceed. It then immediately sends a notification with the specific details of the held payment and the reason it was flagged to the designated AP reviewer.
The agent is designed to read standard payment file formats (such as CSV, XLSX, or XML) that can be exported from virtually any modern ERP or accounting system, including SAP, Oracle, NetSuite, Workday, and more. This makes it highly compatible with most IT environments.
The agent maintains a complete and detailed log for every action. When a payment is held, the audit trail records:
Which payment was held and why (e.g., "Duplicate suspected based on Vendor/Amount match with Invoice #ABC").
Who was notified.
Timestamps for every step. This provides a clear and defensible record for auditors that the control is operating effectively.
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Challenges

Solution

This use case solution follows these general steps at a high level:

  1. Scan Payment BatchReview all payments scheduled for processing
  2. Check Vendor-Amount PairsLook for same vendor + same amount within date range
  3. Analyze Invoice ReferencesCompare invoice numbers and reference fields
  4. Examine Payment TimingFlag payments to same vendor within short timeframes
  5. Hold Suspicious PaymentsQuarantine high-probability duplicates for manual review

Ready to automate this process?

See how Kognitos handles automate pre-payment duplicate detection with zero hallucination.

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