Walking boots, a map, a flask and a rucksack on a table looking out over misty hills

35 hours of preparation. About 30 minutes.

A backlog of 700 complex work orders, and a review that began with a search. A parsing system brought the analysis to the reviewer, using tools the team already had licences for. The reviewers still made every decision.

Where it comes from
Founder experience · employed role
Area
Operations · work-order review
Scale
A backlog of 700 complex work orders
Result
About 35 hours of preparation became about 30 minutes
Built with
Tools the team already had licences for
Stayed with people
Every review and every decision

The problem.

Before a reviewer could judge anything, someone had to find and assemble the information behind each work order.

Across a backlog of 700 complex work orders, that preparation took substantial manual effort: around 35 hours before any judgement could begin.

The review began with a search, and the search was the expensive part.

Before and after. What changed in the work.

Before

  1. Find each work order and its details
  2. Assemble the workload by hand
  3. Prepare it for review
  4. Then, finally, review and decide

After

  • A parsing system read the work orders and assembled the workload into information a reviewer could examine.
  • It ran on tools the team already had licences for, so there was no new platform to buy or learn.
  • Reviewers started from the prepared analysis instead of a search.
  1. 01Work orders in
  2. 02Parsed and assembled
  3. 03Prepared analysis
  4. 04 · PersonReviewer examines
  5. 05 · PersonDecision

How the work flows now. Steps marked “Person” stay with people. A diagram of the process, not a screenshot of the system.

What stayed with people

  • Operational reviewers still examined the prepared analysis.
  • They made the accountable decision on every item.
  • Human review wasn’t removed or reduced. Only the preparation changed.

The technology

  • A parsing system that reads work orders and assembles them for review.
  • Built entirely on tools the team already had licences for.
  • Further technical detail isn’t published.

The outcome

~35 hrs → ~30 min

Approximate preparation time, before and after

These figures describe preparation, not total decision time, and not the removal of human review.

What it shows. For a business like yours.

  1. 01

    Look for the hours in preparation.

    The decision took the same care as before. The saving was in everything that had to happen first.

  2. 02

    Start with what you already pay for.

    No new software meant no new logins, no new licences and nothing new for reviewers to learn.

  3. 03

    Keep the decision with a person.

    The system prepares; the reviewer judges. That line was drawn before anything was built.

Sunlit clouds in a blue sky

Got a workflow like this?

Bring one real example and we’ll measure how it happens today before we promise anything. A free conversation, thirty to forty-five minutes.