Reporting · People

A weekly audit of what the AI actually did and saved

Every Monday, Cowork reads its own log of drafts created and approved and sends leadership a short report: hours saved by agreed standard times, approval rate, and which drafts people keep rejecting.

For: Most trade shops and small officesBy John DietrichUpdated

The problem

Most AI projects in small businesses fade because nobody can say whether they're working. Without a number, the owner stops paying attention and staff stop approving drafts. A weekly number also shows which workflows deserve more autonomy and which ones people are quietly ignoring.

What Cowork does

  1. Each scheduled task appends a row to a log sheet: task, items handled, drafts created.
  2. A Monday task checks Gmail and Jobber to see which drafts were sent or used.
  3. It calculates hours saved using standard minutes per item agreed with the owner.
  4. It emails leadership the week's numbers and a short list of drafts that went unsent, so the wording can be fixed.

Where the draft lands

A Monday report email and a running log sheet.

What stays with you

Deciding which workflows earn more autonomy and which need fixing.

Monday reportExample · Brightline Electric is fictional

Week 41: 87 items handled, 64 drafts created, 52 sent (81% approval). Time back: 3h 12m (items × agreed minutes, minus review).
Most rejected: quote follow-ups for commercial clients (5 of 8 unsent). Suggest: exclude commercial or rewrite tone.
Healthy: voicemail requests, invoice reminders.

Watch-outs

  • Standard minutes are estimates. Re-check them with staff every quarter.
  • A falling approval rate is the early warning. Act on it within a week.

Questions owners ask

Why measure at all?

Because you can't tell whether a tool is worth paying for without a number.

Does it watch staff?

It counts drafts and approvals. It doesn't track keystrokes or screens.

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