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Invoice Intake with Human Review

The proposed workflow receives an attachment, identifies whether it has already been processed, and extracts a defined set of invoice fields into a draft. Required-field checks and total checks decide whether it is ready for human approval or needs correction. Only an approved version is written to the destination.

Design walkthrough. Comparisons and outcomes are illustrative, not measured client results.

Design walkthrough
September 2026

Build at a glance

The business problem

Supplier invoices arrive by email and someone copies each field into a spreadsheet.

Designed outcome

Document fields are extracted into a draft, with uncertain details held for a person to check.

Workflow walkthrough
  1. Invoice received
  2. Fields extracted & checked
  3. Review exceptions → approve record

How to verify the behavior

A review checklist for this demonstration, rather than a claim of independently measured results.

  • Submit the same attachment twice and check that it creates only one draft.
  • Use a document with an unclear total and confirm it needs review.
  • Approve a corrected draft and confirm the destination receives the reviewed values.
01The challenge

The Challenge

Supplier invoices arrive as attachments with inconsistent layouts, missing purchase orders, and totals that need checking. Copying each field by hand consumes attention; trusting every extracted field would move mistakes into the business records.

02The build

The workflow

The proposed workflow receives an attachment, identifies whether it has already been processed, and extracts a defined set of invoice fields into a draft. Required-field checks and total checks decide whether it is ready for human approval or needs correction. Only an approved version is written to the destination.

Safeguards

The original document stays linked to the draft so reviewers can compare each value. Missing or uncertain fields remain visibly unresolved. A repeated attachment reuses its existing draft, and a failed destination write stays queued rather than being marked complete.

Technologies

EmailPDF extractionAI document processingAirtablen8n

About this design

This is a design walkthrough, not a completed client implementation or a report of measured results. It describes how I would approach this workflow and the checks needed before launch.

Receive and identify the document

An email trigger collects the attachment and records its source. A document fingerprint helps detect a repeated attachment before a second draft is created. File types and size limits are agreed as part of the implementation.

Extract into a draft

The extractor returns supplier, invoice number, dates, line items, and totals in a defined structure. Rules check required fields and whether the amounts reconcile. A model confidence score alone is not treated as proof that a value is correct.

Make review practical

A reviewer sees the source document alongside the draft and the fields that need attention. They can correct a value, approve the record, or reject the document. No payment is initiated by this design.

Write the approved version

The destination receives the reviewed fields and a reference to the source. A stable record key makes retries safe; delivery status remains separate from review status so a temporary outage does not lose an approved invoice.

Adapting it to your team

The first conversation establishes your tools, data access, review responsibilities, and expected workload. The scope should include representative examples and acceptance checks before a production rollout.

03Designed outcomes

Illustrative comparisons for a demonstration build. Actual time savings depend on your process and have not been measured here.

What This System Delivers

A draft invoice linked to its original document

Explicit review for missing or uncertain information

An approved record delivered without duplicate writes

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