AI document processing in Cromwell.
AI document processing that lives in your stack, not on a vendor's roadmap. Shipped from Central Otago.
What this is
AI for paperwork
Scanned invoices, signed contracts, handwritten timesheets, PDF specs – extracted into clean data and routed where they belong. No more typing what someone already wrote.
Cuts data-entry labour by 80% on invoices, POs, and timesheets.
How it helps your Cromwell team
What you actually get.
- 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
The reason we take on work in Cromwell is that the businesses here tend to be sharper about what they want than the brief lets on. AI document processing for a Cromwell team almost always ends up looking different to AI document processing for a downtown Auckland one.
The shape of the result for Cromwell teams: Cuts data-entry labour by 80% on invoices, POs, and timesheets. Built on Claude Vision, hardened with the rest of the stack as it scales.
The pattern across Cromwell engagements we've shipped.
Vineyards, cherry and stone-fruit orchards, and accommodation serving year-round tourist flows. AI tools that handle seasonal staffing earn keep fast.
We work with teams in
What we build
AI document processing, tailored to Cromwell businesses.
- 01 Vision models read scans, photos, and handwriting
- 02 Pushes structured data into Xero, your CRM, or sheets
- 03 Confidence flags route low-certainty docs to a human
- 04 Handles te reo, bilingual forms, and old NZ templates
Common questions
Before you book 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".
Is AI document processing worth it for a smaller Cromwell? +
Often, yes – and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.
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 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.