Kiwi Dynamics

Canterbury · Applied AI

For Ashburton operators who want a working pilot in weeks, not a year-long programme.

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The version of AI email triage that works for a Ashburton 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.

What AI email triage actually does

Inbox gets the AI treatment – drafts replies, files quotes, escalates the urgent, and snoozes the noise. Your team starts the day at zero, not 200 unread.

  • 01 Drafts replies in your tone, ready to send
  • 02 Auto-files attachments to the right job folder
  • 03 Detects complaints and pings the right person
  • 04 Weekly digest of what was handled while you slept

Built on: Claude Gmail API Microsoft Graph Vercel

Canterbury

What's different about doing this work in Ashburton.

  • Mid-Canterbury runs on irrigated dairy, arable, and a tight industrial sector – AI here is about turning paddock data into operational decisions.
  • Dairy, arable, and a strong engineering base supporting irrigation and processing. AI lands well when it makes long days shorter.

We work with teams across Ashburton: Ashburton CBD · Hampstead · Methven · Rakaia · Tinwald.

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How we build AI email triage for a Ashburton team.

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

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The outcome for Ashburton teams

The shape of the result for Ashburton teams: Inbox time cut from 2 hours/day to under 30 minutes. Built on Claude, hardened with the rest of the stack as it scales.

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

When does AI email triage 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 Ashburton – 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.

What's the realistic outcome for Ashburton businesses?

Inbox time cut from 2 hours/day to under 30 minutes. We don't promise tenfold lifts because we don't see them outside of marketing decks.

Will this run on our own infrastructure?

Yes, where it makes sense. AI email triage can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Gmail API, Microsoft Graph, Vercel but the architecture supports your existing platform choices.

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