Kiwi Dynamics

Nelson-Tasman · Applied AI

AI email triage that lives in your stack, not on a vendor's roadmap. Shipped from Nelson-Tasman.

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Nelson businesses don't need another generic AI pitch. AI email triage only earns its keep when it's built around the workflow you actually run on a wet Tuesday, and that's how we scope every engagement we take on in Nelson-Tasman.

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

Nelson-Tasman

What we keep seeing in Nelson.

  • Nelson is creative, outdoorsy, and full of clever small businesses – AI here is about giving owner-operators their evenings back.
  • Aquaculture, hops, tourism, and a deep creative sector. Nelson teams want tools that fit a smaller crew without enterprise overhead.

We work with teams across Nelson: CBD · Stoke · Tahunanui · Richmond · Motueka · Brightwater.

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How we build AI email triage for a Nelson team.

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

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The outcome for Nelson teams

We'd call the engagement a success when Nelson teams are using the system without thinking about us. Inbox time cut from 2 hours/day to under 30 minutes.

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

What's the realistic timeline for AI email triage with a Nelson?

Most Nelson 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 email triage worth it for a smaller Nelson?

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.

What's the realistic outcome for Nelson 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.

What happens if we want to swap a vendor out later?

AI email triage 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, Gmail API, Microsoft Graph, Vercel are our defaults, but the build is intentionally portable.

Twenty minutes, your call.

You describe what's broken. We'll tell you what we'd actually do about it.

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