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Small and medium business | Business Central, N...
Suggested Answer

Payables Agent not learning repetitive GL or Item coding after multiple identical posted invoices

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I’m testing the Payables Agent in Business Central (US cloud) and I’m trying to understand how it actually “learns” from history.

I created multiple test invoices (10+) for the same vendor using the exact same Word template, exported to PDF each time. The only differences were invoice number, date, and sometimes quantities. The line descriptions were identical across all invoices.
All invoices were:
  • Sent to the configured AP Agent email
  • Created as Purchase Document Drafts by the Agent
  • Reviewed manually
  • Coded consistently to the same GL accounts (in one test)
  • Coded consistently to the same Item (in another test)
  • Posted
The Agent correctly identifies the vendor header every time, so OCR and vendor matching are working fine.

However, even after 10+ identical posted invoices, the Agent still does not automatically populate either:

  • the GL account (in the GL test), or
  • the Item No. (in the Item test)
It leaves the Type and No. blank in the draft.

We are aware of Text-to-Account and vendor default accounts/items. We intentionally did not use those because the goal was to test whether the Agent truly learns from processing history. If it only works when exact text-to-account mappings or vendor defaults are configured, then it’s effectively doing OCR plus lookup rather than intelligent learning from prior postings.

Has anyone observed the Agent actually converging and reliably auto-populating GL or Item after repeated identical postings without using Text-to-Account or vendor defaults? Is there documentation that explains the threshold or learning behavior?

Trying to understand whether this is expected design behavior or a limitation in the current release.

I have the same question (0)
  • Suggested answer
    Dhiren Nagar Profile Picture
    2,856 Super User 2026 Season 1 on at
    Hi,
     
    I've not used inbuilt agents, however we have created similar agents using Power Platform AI Hub. That also uses the same Copilot model as the Payables Agent. To be honest it does not learn and treat each task as separate. It remembers the chat of same task though.
     
    This is my experience. Other experts and Microsoft documentation may say otherwise.
     
    Regards
    Dhiren.
  • Suggested answer
    YUN ZHU Profile Picture
    98,128 Super User 2026 Season 1 on at
    Hi, I suggest submitting this issue to Microsoft.
    PS: How was Payables Agent evaluated? What metrics are used to measure performance?
     
    Thanks.
    ZHU
  • Suggested answer
    OussamaSabbouh Profile Picture
    11,195 Super User 2026 Season 1 on at
    Hello,
     
    What you’re seeing is expected: the Payables Agent does not “learn” in a deterministic way after repeated identical postings. It uses AI plus vendor invoice history, chart of accounts context, item references, and text-to-account mappings to suggest classifications, but there’s no documented learning threshold (like “after 10 invoices it auto-fills”) and no guarantee it will converge purely from repetition . The feature is positioned as an AI-assisted suggestion engine, not a rule-training system . If you need consistent auto-population today, Microsoft’s supported approach is still Text-to-Account, vendor defaults, or item references.
     
    Regards,
    Oussama Sabbouh

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