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DOBE

Billing & finance

560 transactions. One review file.

A protected owner test handled every row and returned clear owner and accountant review queues without bank or accounting access.

Verified owner-test proof
Protected owner test, not a client production run.

See how it works
Conceptual illustration of source records being checked and organized on a MacBook

Workflow illustration · Document Automation

The job

Same business.
A better way through it.

Before

A long transaction export is easy to download and slow to organize.

What DOBE built

DOBE built a private upload-to-review path that groups repeated patterns, proposes provisional mappings, and validates row coverage before returning the result.

Watch the work move

From input to outcome.

Play the four-step explanation, or choose a step. This illustrates the workflow; it is not a recording of a live run.

Conceptual illustration of source records being checked and organized on a MacBook

Workflow illustration

Follow the job

Start with your work.

One spreadsheet with 560 transaction rows

See every step
  1. 01

    One protected owner-test spreadsheet entered the workflow.

  2. 02

    All 560 rows were grouped into 183 repeated classification patterns.

  3. 03

    The system proposed provisional mappings and kept the basis of each suggestion visible.

  4. 04

    Coverage and output shape were validated before delivery.

  5. 05

    One review workbook was produced with mapped rows and a summary sheet.

  6. 06

    Items were separated into organized, owner-review, and accountant-review queues.

The result

Finished work.
Something you can check.

560

transaction rows handled

All rows in the protected owner test were covered, with suggested mappings and separate review queues.

7m 52s

intake to result handoff

July 27, 2026 owner test, rounded from 471.504 seconds. Includes workbook preparation and private handoff, not final accounting approval.

183

grouped patterns

Repeated classification patterns used to organize the 560 rows. Suggestions remained AI-inferred and subject to review.

What came out

The owner test handled 560 of 560 rows: 453 were organized, 103 were held for owner review, and 4 were held for accountant review.

It used no bank, email, or QuickBooks access or writes and was not a client production run.

The July 27, 2026 owner test took 7 minutes 51.504 seconds from intake start to the private result handoff, rounded here to 7 minutes 52 seconds. Final human or accountant review was still outstanding.

Why it matters

The workflow organizes ordinary patterns without hiding uncertainty.

The evidence, scope, and details

What was verified

Verified owner-test proof · Protected owner test, not a client production run.

  • 560 of 560 transaction rows handled
  • 183 grouped classification patterns
  • One workbook with exactly two review sheets
  • 453 organized, 103 owner review, 4 accountant review
  • Every suggestion labeled as AI-inferred
  • No bank, email, or QuickBooks access

Tools: Spreadsheet upload · AI classification · Validation receipt · Review workbook · Owner-only delivery

How the timer was recovered

The original execution record timestamps the intake start, workbook completion, and private result handoff. The September 14 timing audit used the entire intake-to-handoff interval, rather than the much shorter upload stage.

This historical owner test did not establish customer adoption, a current production deployment, a matched manual time comparison, or finalized books.

The Boundary: Organized For Review, Not Finalized Books

This proof shows coverage, grouping, review routing, and a usable workbook shape. It does not prove accuracy against a business's final accounting standard without approved examples and review.

Anything uncertain stays visible, and accountant questions stay with the accountant.

More work. Same idea.

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Three employee workbooks became three one-page invoice drafts with quantities, rates, totals, work orders, and page counts checked before review.

Checked output was delivered; no accounting write occurred.

See the work
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Paper in. Review packet out.

A manual-ready invoice workflow with customer checks, owner review, and approval-gated accounting actions.

Connected and manual-ready; live invoice actions remain off.

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370 purchases. Posted to the books.

A prepared accounting batch moved into QuickBooks, with unresolved items kept separate.

370

historical purchases posted

See the work

Your job could be next

Have a spreadsheet that always becomes a review project?

Bring one redacted example. DOBE can map the repeated patterns, the review queues, and the first output worth testing.