The version of AI document processing that works for a Hamilton business is rarely the version a national vendor would sell you. We build the one that fits how your team actually operates – usually with fewer parts than the off-the-shelf pitch.
Waikato · Applied AI
Built and supported here – the way a Hamilton business would actually use it.
What AI document processing actually does
Scanned invoices, signed contracts, handwritten timesheets, PDF specs – extracted into clean data and routed where they belong. No more typing what someone already wrote.
- 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
Built on: Claude Vision AWS Textract Mistral OCR Vercel
Without Kiwi Dynamics
With Kiwi Dynamics
Waikato
Where Hamilton operators actually lose hours.
- Hamilton sits at the centre of NZ's biggest agri-economy. AI here is about turning farm and supply-chain data into action – fast.
- Dairy, agritech, transport, and a growing professional services sector. Hamilton businesses want AI that works in the ute and on the farm – not just in the office.
We work with teams across Hamilton: CBD · Hamilton East · Frankton · Rototuna · Te Rapa · Cambridge · Te Awamutu · Morrinsville.
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How we build AI document processing for a Hamilton team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Hamilton business, so value lands before the build is finished. AI for paperwork.
Talk to usThe outcome for Hamilton teams
If we build the right slice first, Hamilton teams feel the difference inside the first month. Cuts data-entry labour by 80% on invoices, POs, and timesheets.
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions
FAQ
How long does AI document processing take to ship for Hamilton businesses?
We aim for a working pilot inside 4-6 weeks – narrow scope, real Hamilton businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
How do you price AI document processing engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Hamilton businesses are surprised how small the first cheque is.
Has this actually shipped for a real Hamilton?
Yes. Cuts data-entry labour by 80% on invoices, POs, and timesheets. We'll share comparable engagements on the call.
Who owns the code and the model setup?
You do, on delivery. We deploy AI document processing into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude Vision sits in your account too – we don't operate it from ours.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.