AI document processing in Cromwell.

AI document processing that lives in your stack, not on a vendor's roadmap. Shipped from Central Otago.

Knows the New Zealand rules.

Supplier invoices and receipts read, coded and matched to your GST periods, whether you file monthly, two-monthly or six-monthly.

  • GST at 15 per cent
  • Holidays Act until August 2028
  • The Public Service AI Framework

Nearly half of New Zealand's export cherries come from the Cromwell Basin. When picking starts, AI keeps orders, staff and export paperwork moving.

On the tools or running at scale, the admin still eats the week :)

The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.

*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

Definitely not a typical AI agency.

We say when AI is not the answer

Production first, demo second

You keep the hours, the data and the system

*Every engagement is scoped and quoted up front. Results vary by workflow and business.

What Cromwell runs on.

Horticulture is a mainstay of Central Otago, and nearly half of New Zealand's export cherries are grown in the Cromwell Basin.

Central Otago is the most southerly wine region, and most of its plantings are Pinot Noir.

Small team.
Real systems.
Zero fluff.

What you get

The shape of the result for Cromwell teams: Cuts data-entry labour by 80% on invoices, POs, and timesheets.

  • Vision models read scans, photos, and handwriting
  • Pushes structured data into Xero, your CRM, or sheets
  • Confidence flags route low-certainty docs to a human
  • Handles te reo, bilingual forms, and old NZ templates
  • No AI theatre
  • No shelfware or licences you do not use

How Kiwi Dynamics works

We find the one workflow costing Cromwell businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.

Questions Cromwell businesses ask

What happens if we want to swap a vendor out later?

AI document processing is built behind a small adapter layer specifically so swapping a model provider or a data source is a one-day job, not a re-architecture. Claude Vision, AWS Textract, Mistral OCR, Vercel are our defaults, but the build is intentionally portable.

Has this actually shipped for a real Cromwell?

Yes. Cuts data-entry labour by 80% on invoices, POs, and timesheets. We'll share comparable engagements on the call.

What's the realistic timeline for AI document processing with a Cromwell?

Most Cromwell businesses have their first usable slice in week 5 or 6. We'd rather ship narrow and real than broad and aspirational - your team gets to use the thing well before the engagement is "done".

What does the Privacy Commissioner expect before we use AI?

Senior leadership sign-off, a check that the tool is necessary and proportionate, and a privacy impact assessment before it goes live.

Does it keep up with KiwiSaver changes?

It has to. The minimum employer contribution rose to 3.5 per cent on 1 April 2026 and rises to 4 per cent on 1 April 2028.

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