Case study · AI in our own stores

Your team keeps the pen.
The books keep themselves.

Our three phone repair stores in Sydney write every sale in a paper ledger. Until September 2026 that was the whole system: the books lived in notebooks, store totals were added up by hand, and restocking ran from memory. Now staff photograph the page at closing. AI reads it, checks it against itself and the page’s own totals, and files it into the books. Staff only look at the lines it isn’t sure about.

A handwritten sales ledger page from the Thornleigh store, 29 September 2026
store letter → Thornleigh
★ = sell one, restock one
$420 matches… but 5 lines don’t

In use since September 2026

59ledger pages read
373sales lines filed
$29,192in sales recorded
14restock orders raised from ★ lines

Three stores, 10 Sep to 7 Oct 2026. Figures from the live system.

Try it

Three real pages, as the AI read them

Pick a page. You’ll see the AI’s reading with the lines it flagged, then the same page after a person checked only those lines.

Handwritten ledger page, Thornleigh, 29 Sep 2026
Thornleigh · 29 Sep 2026 · photographed at closing

The AI’s accessory lines add up to $420, exactly what’s written at the bottom of the column. A totals check would pass this page. But five amounts sit on the wrong lines, and a cable name lost a letter. A second model read the page on its own and disagreed on all six of those lines, so they were flagged, along with two more it was unsure about. The three repair lines it agreed on were left alone.

TypeLine on the pageAmountCheck
Accip11 PM 4S S/P$45.00Flagged
Accip17 HD Glitter clear$25.00Flagged
AccYes car holder D01 & car charger$70.00Flagged
AccRunning Bag$55.00Flagged
Accip13 Mag clear$65.00Flagged
Accipad 11' Air S/P$50.00Flagged
Accclean charging port$0.00Flagged
AcciQuick 65w Adapter & Apple PD-C to cable 2M$110.00Flagged
Rep★ ipad 9 Blk F/S & LCD$165.00Agreed
Rep★ ip 11 PM Battery$120.00Agreed
Rep★ ip14 F/S oled$225.00Agreed
✓Accessory lines add up to $420.00; the page says $420.00.
✓Repair lines add up to $510.00; the page says $510.00.
✓Cash $740.00 + card $190.00 = $930.00.
✓Store letter “T” → Thornleigh.
!The two readings disagree on 8 of 11 lines: those are flagged.
✓3 ★ lines → 3 restock orders created.

Why one AI isn’t enough

The totals can match while the lines are wrong

ip11 PM 4S S/P$45.00
ip17 HD Glitter clear$25.00 ($35.00)
Yes car holder D01 & car charger$70.00
Running Bag$55.00 ($45.00)
ip13 Mag clear$65.00 ($25.00)
ipad 11' Air S/P$50.00 ($40.00)
clean charging port$0.00 ($50.00)
iQuick 65w Adapter & Apple PD-C to cable 2M$110.00
Total$420.00
page says $420 ✓ … 5 amounts on the wrong lines

When an amount is read onto the wrong line, it usually cancels out. The column still adds up, and a simple check passes it.

So every page is read twice, by two different models working on their own. Where they disagree on a line, it’s flagged for a person. On the Thornleigh page above, all six lines that were read wrong were among the eight it flagged.

It learns this shop’s handwriting

Every misread becomes a rule

We check the readings each day and note what went wrong. Each note becomes a rule the reader follows from then on. A few of them:

$ 29 ≠ ★ 29

A $ written against an amount is a dollar sign, never the restock star, even when every line has one.

ip13 or ip18?

A handwritten 8 looks like a 3. Models run from ip6 to ip18, so the digit is read as written, not guessed.

F/S → screen

Shop shorthand is kept in the books but spelled out on orders: F/S is a front screen, B/G back glass, B/C back cover.

45 → 4S S/P

Screen protectors come in four types. “45”, “US” or “XS” before S/P is the 4S type; “100” or “IOD” is 10D.

01/10 Thurs

A date without a year gets the year nearest today, so last week’s page isn’t filed a year out.

T · M · W

All three stores’ pages are uploaded together. The initial in the corner files each one; a page with none waits for a person to choose.

What happens to a page

From a photo to the books in under a minute

  1. Photograph

    Staff snap the day’s pages on a phone at closing. Nothing new to learn.

  2. Read twice

    Two models read each line, the star marks, the store letter and the totals.

  3. Cross-check

    Lines must add up to the written totals, cash plus card must match, and the two readings must agree.

  4. Review the flags

    Clean days are saved in one tap. A person only opens pages with flagged lines.

  5. Into the books

    The day joins the sales ledger, and each ★ line raises a restock order.

Where else this fits

Any business with paper that works

If your team has a docket book, a job card or a whiteboard they won’t give up, we can read it into your system without changing how they work.

Café and restaurant order docketsWorkshop job cardsDelivery and stock docketsClinic sign-in sheetsSite diaries and timesheetsStocktake counts

What does your team still write by hand?

Send us a photo of the form. In a 30-minute call we’ll show you what an AI reading of it would look like, and what it would take.