We've worked with enough operators in Rotorua to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any AI document processing project is sit with your team for a day before we propose anything.
Bay of Plenty · Applied AI
Built and supported here – the way a Rotorua 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
Bay of Plenty
Where Rotorua operators actually lose hours.
- Rotorua is forestry, tourism, and a strong Māori-led economy – AI here works hardest when it respects relationships first.
- From iwi-owned enterprises to international tour operators, Rotorua businesses want AI that handles peaks without flattening the manaakitanga.
We work with teams across Rotorua: CBD · Ngongotaha · Lake Tarawera · Reporoa · Tokoroa.
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How we build AI document processing for a Rotorua team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Rotorua business, so value lands before the build is finished. AI for paperwork.
Talk to usThe outcome for Rotorua teams
Cuts data-entry labour by 80% on invoices, POs, and timesheets. For Rotorua teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.
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
When does AI document processing actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a Rotorua – so the savings start landing before the rest of the build is finished.
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call – fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
Can you walk us through a comparable build?
Yes – on the first call we'll pick the closest engagement we've shipped to what you're describing and walk through the outcome, the headcount and the time it took. Cuts data-entry labour by 80% on invoices, POs, and timesheets.
Will this run on our own infrastructure?
Yes, where it makes sense. AI document processing can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude Vision, AWS Textract, Mistral OCR, Vercel but the architecture supports your existing platform choices.
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.