Define the minimum fields needed for invoice matching | AIGP
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Define the minimum fields needed for invoice matching: What evidence should resolve approval?

AIGP Understanding How Laws, Standards and Frameworks Apply to AI Medium

Define necessary fields before collection; encryption, redaction, or shorter retention does not cure excessive initial collection.

The question

Before an EU financial-services processor, subject to the GDPR, collects documents for invoice matching, the model team requests full account statements although only invoice identifiers appear necessary. What evidence should resolve approval?

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  1. Retain complete statements under a shorter internal deletion schedule
    Shorter retention reduces duration but leaves the initial collection broader than the stated invoice-matching need.
  2. Collect complete statements, then redact unused fields during training
    Later redaction does not justify collecting unnecessary information when the processing need can be defined beforehand.
  3. Ask the supplier to encrypt all statements before model ingestion
    Encryption protects confidentiality but does not determine whether collecting full statements is necessary or proportionate.
  4. Define the minimum fields needed for invoice matching ✓
    Identifying necessary fields before collection directly applies minimization and prevents gathering unrelated financial information.
The trap
Ask what fields are necessary for the stated purpose before considering encryption, retention, or later redaction.

How to remember it

Define necessary fields before collection; encryption, redaction, or shorter retention does not cure excessive initial collection.

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