Document automation works best when it is boring: one place documents arrive, a short list of fields that matter, written rules for what counts as a problem, and a person who reviews the exceptions. These four steps set that up before extraction is switched on, so the team spends its time on the documents that need judgement.
Step 1 — Pick one document type
Goal: Start where the volume and the rules are clear.
- Choose one high-volume document type, such as an application, order form or onboarding packet.
- Collect a sample of real documents, including messy and incomplete ones.
- List the fields the team actually retypes and where each one goes.
- Write down what makes a document incomplete or wrong today.
You finish with: One document type with its fields, destinations and problem rules.
Step 2 — Set up intake and rules
Goal: Make every document arrive in one place and be checked the same way.
- Route all documents of that type to one watched inbox, folder or upload page.
- Turn the problem list into written checks: missing, inconsistent or out of range.
- Name a reviewer and a backup for exceptions.
- Decide where clean records are filed and who can see them.
You finish with: One intake point, written checks and a named reviewer.
Step 3 — Extract and route
Goal: Let software do the reading while people handle exceptions.
- Extract each field into a structured record with a confidence for each value.
- Run the written checks and flag anything missing, inconsistent or low-confidence.
- Send clean records on; send flagged records to the reviewer with the document beside them.
- Keep a log of where each document is in the process.
You finish with: Clean records filed and exceptions in front of a reviewer.
Step 4 — Measure and expand
Goal: Prove the time saved before adding more document types.
- Compare minutes per document against your starting point.
- Track the share of documents needing review and errors found after filing.
- Tune checks that flag too much or miss real problems.
- Add the next document type only once the first is stable.
You finish with: Measured results and a stable process ready for the next document type.
Common pitfalls
- Starting with every document type at once.
- Filing low-confidence fields without a person seeing them.
- No single intake point, so documents still arrive everywhere.
- Measuring nothing, so the time saved cannot be shown.