Service guides / AI automation

Human review points · AI automation

Receipt extraction: human review points

Give reviewers specific decisions to make. Start with redacted receipt images and expense categories and plan a source-linked expense worksheet.

Available remotely for local and international enquiries. Platform choice and final scope depend on your requirements.

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The project in view

Start with
redacted receipt images and expense categories.
Proposed result
a source-linked expense worksheet.
A decision to resolve
unreadable totals and mixed currencies.

This is a planning example. It does not describe a completed client engagement.

Human review points for this project

  • Assign a reviewer who understands redacted receipt images and expense categories.
  • Present a source-linked expense worksheet beside its source so corrections can be checked.
  • Require an explicit decision on unreadable totals and mixed currencies; keep the decision in the review record.

Questions to answer together

  • Which result must be approved before it is used?
  • What source evidence should the reviewer see?
  • How is a rejected result corrected and checked again?

What to have at the end

A review matrix with decision owners, evidence and a correction route.

Record the decision on unreadable totals and mixed currencies alongside the source material. If it is still unresolved, identify who can answer it and what work depends on the answer.

Prepare your enquiry

Use this as a starting point. Add your current process, available examples and constraints before sharing.

Email Ian

Send your completed brief to hello@iansamonte.com or visit the main page to discuss your project.