linkedininvoice-processing
Move an invoice hold rule out of the model after inconsistent verdicts
At a glance
Mohamad Namroud keeps AI invoice reading but makes missing-delivery holds a software rule. This workflow is listed under invoice-processing, deterministic-rules, evaluation, human-approval.
- Agents / tools
- Custom invoice-checking agent
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What they did
His agent matched supplier invoices against received items and agreed prices. After repeated inconsistent pay-or-hold decisions, he kept the model for extraction and matching and put the missing-delivery rule in code.
How it went
The same invoice initially received eight correct holds in ten runs. He reports ten correct decisions in ten runs after the change.
Worth knowing
These are repeated trials of one invoice, rather than a varied production benchmark; human approval remains in the workflow.
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