Hawke's Bay · Applied AI

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

The reason we take on work in Napier-Hastings is that the businesses here tend to be sharper about what they want than the brief lets on. AI document processing for a Napier-Hastings team almost always ends up looking different to AI document processing for a downtown Auckland one.

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

Hawke's Bay

What Napier-Hastings teams tell us when they get on a call.

  • Hawke's Bay runs on horticulture, wine, and tourism – three industries with sharp seasonal peaks AI can flatten.
  • From orchard ops to cellar door bookings, AI helps Hawke's Bay businesses staff right, forecast right, and chase fewer no-shows.

We work with teams across Napier-Hastings: Napier CBD · Ahuriri · Taradale · Hastings · Havelock North · Flaxmere.

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How we build AI document processing for a Napier-Hastings team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Napier-Hastings business, so value lands before the build is finished. AI for paperwork.

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The outcome for Napier-Hastings teams

We'd call the engagement a success when Napier-Hastings teams are using the system without thinking about us. 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

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

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Kiwi Dynamics, that drops to about 52.

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*Based on 9 hours a week of admin at Kiwi Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

Questions

FAQ

How quickly can we see something running?

Week three for a clickable internal demo against real data. Week six for a slice your team can actually use. We hold ourselves to those numbers because they're what stops a project drifting into "endless discovery".

What's the smallest engagement you'd take on?

A two-week paid discovery for Napier-Hastings businesses that aren't sure whether the build is worth doing at all. You get a one-page write-up of what we'd build, what we'd skip, and what it would cost. About 30% of those discoveries end with us recommending you don't proceed.

Has this actually shipped for a real Napier-Hastings?

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

What tools do you build AI document processing on?

For AI document processing we usually reach for Claude Vision, AWS Textract, Mistral OCR, Vercel. We're tool-agnostic at heart – we pick what your Napier-Hastings team can actually run after we hand the build over, not what looks good on a vendor sticker.

One short call.

Tell us what you're trying to fix. We'll come back inside a working day.

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Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.