answers you can stand behind, worked out the way your best people would.

the answer that depends on one team member

Every organisation has a few. Whether every shift was paid at the right rate. Whether each customer's call-outs were answered within the time its contract allows. What the business earned this month, as opposed to what it invoiced.

The data is in your systems. The rules are in contracts, awards and policies, and in one person's head. So that person rebuilds the answer every time, in a spreadsheet no one else understands.

Pyxta, our platform, learns how that person gets to the answer, from the way they check its work. Then it works the answer out their way, from the systems that hold the data and the documents that hold the rules. It shows what each answer is built from, down to the record and the clause.

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one answer, start to finish

This example comes from the finance team at Quillmere Refrigeration, a fictional company that sells, installs and services commercial refrigeration and bills its service plans a year in advance. Here is a small slice of its books: a handful of customers, two month-ends.

1. the finance lead asks, in her own words

"Each month I need the revenue we earned, not the amount we invoiced, based on each customer's contract."

She points Pyxta at two sources: the invoice lines exported from her accounting system, and the customer contracts as PDFs.

2. the first answer, with every line shown

Invoiced in March: $84,850. Earned in March: $41,650.

lineinvoicedcounted for March
counted in fullBanksia Row Grocers, cool room delivered 3 March$36,850$36,850
one month of twelveCorella Bay Seafoods, service plan from 1 March$14,400$1,200
Halcyon Lane Catering, service plan from 1 March$18,000$1,500
Halcyon Lane Catering, installation$6,000$500
still being earnedMarlow Street Bakehouse, service planin November$600
Tidewater Pantry, service planin January$1,000
not startedWattlegrove Cellars, maintenance plan$9,600$0

Pyxta reads each contract for when the service starts and how long it runs. That is why none of Wattlegrove's $9,600 counts yet: its plan starts only after the unit is installed and running, and in March it was not.

3. she corrects one line

Reading down the list, she stops at Halcyon's installation fee. It has been spread over twelve months, like the service plan on the same invoice, but installation is a one-off job. She flags the line, and Pyxta works out what must change: the contract makes the fee payable on completion, and the invoice shows the job was finished on 11 March. So, the whole $6,000 belongs to March. Before she decides, she sees what the change does to the figure.

Earned in March: $41,650 → $47,150

She confirms the change. She wrote no rule and read no formula. She checked the work the way she checks any spreadsheet someone on her team hands her.

4. April, without her

  • Two installation fees, Pellora's $4,800 and Wattlegrove's $3,900, are counted in full. Nobody had to say it twice.
  • Bellbird Terrace Dining signed a care plan with the first three months free: $9,900 invoiced. Is the fee earned over all twelve months of service, or only the nine paid ones? That is her call, so the line waits.

Earned in April: $27,950, before her decision on Bellbird.

5. she checks where one number came from

In April's figure, Pellora's care plan is counted at $750. She opens the line to see why, and Pyxta shows her what it is built from:

The invoice line: INV-2061, 15 April 2026, care plan, $9,000.

The clause in Pellora's contract that sets the term, as Pyxta read it (clause 7, page 3):

"The Care Plan runs for twelve months from 1 April 2026. The Care Plan Fee is $9,000 plus GST, invoiced in advance."

Twelve months from 1 April, so one month's share, $750, belongs to April.

why this needed more than her systems, and more than AI

The invoices are in an accounting system. The contracts are in a folder. What the finance lead knows is in neither.

An AI model can read all of it. But asked for a figure, it has to guess how your business counts.

In March 2026 we ran an experiment. We gave one AI model a company's payments and asked it the same question three times, with the same instructions each time: how many possible duplicates are here? It said 145, then 35, then 10.

Nothing told it what we meant by a duplicate, so each time it decided for itself. In one run it counted every repeated payment, including regular ones such as rent. In the other two it counted groups of repeats rather than the repeats themselves, and drew the groups differently each time.

Then we gave it our definition of a duplicate. It said 29, the right count.

That is what Pyxta adds: it captures how your best people work the answer out. They review its answers the way they would review a colleague's, and each correction they make holds for every answer after it.

  • nothing to rewire. It works from the files your systems can already export, and from the contracts and policies in your folders. Nothing in your systems needs to change.
  • one subscription. No set-up fee.
  • your people decide. Pyxta shows what a change would do to the answer, as it did with Halcyon's fee, and keeps it only once someone on your team approves. Any change can be undone.
  • it stays when people leave. How the answer is worked out no longer lives in one spreadsheet or one head.

where else it fits

Wherever an answer is put together in a spreadsheet because no system provides it:

  • operations. Service levels worked out customer by customer, because every contract defines "on time" differently.
  • people and payroll. Several years of pay records, each pay period checked against the rates in force at the time.
  • finance. The bank's covenant test, worked out each quarter because the loan agreement counts profit its own way.
  • risk and audit. A figure you have to justify to a regulator or an auditor.

see where it fits

where pyxta comes from

Twenty years of helping government agencies and global corporations get from scattered data and documents to an answer someone can sign off. Pyxta puts that experience into software, with AI doing the reading.

One of the places it runs today is alongside an AI system a company already uses. Both read the same documents with equally capable AI models. Pyxta finds far more in them, because it knows what that company is looking for.

about beljay labs

which of your answers still lives in someone's spreadsheet?

Tell us in a sentence or two. One of us will read it and reply within two working days and will say whether we can help or not. If we can, the next step is a 30-minute call to talk it through.

Or write to hello@beljaylabs.com.

Answers you can stand behind | Beljay Labs