Kiwi Dynamics

Central Otago · Applied AI

AI email triage that lives in your stack, not on a vendor's roadmap. Shipped from Central Otago.

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

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

Central Otago

The pattern across Cromwell engagements we've shipped.

  • Central Otago is wine, horticulture, and a tourism corridor that connects Wānaka and Queenstown – AI here turns short seasons into solid years.
  • Vineyards, cherry and stone-fruit orchards, and accommodation serving year-round tourist flows. AI tools that handle seasonal staffing earn keep fast.

We work with teams across Cromwell: Cromwell · Bannockburn · Alexandra · Clyde · Roxburgh.

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How we build AI email triage for a Cromwell team.

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

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The outcome for Cromwell teams

What changes for Cromwell teams after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. 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

How fast could we have AI email triage in production?

Eight to ten weeks for most Cromwell businesses. Faster if your data is in good shape and slower if we're untangling a legacy integration first. We'll give you a realistic number on the scoping call rather than the optimistic one.

What does AI email triage cost for a Cromwell?

Pilots start from a fixed scope priced to land a measurable result inside 6 weeks. Pricing depends on data volume, integration complexity, and whether you need us on managed services afterwards. We'll quote precisely after a 30-minute scoping call.

Do you have proof this works for Cromwell businesses?

Direct case study: Inbox time cut from 2 hours/day to under 30 minutes. Happy to walk you through full numbers on a call.

What if our Cromwell doesn't have any data ready?

Most don't. Getting the data into shape – ingestion, cleaning, the lightweight contracts you need before any model is useful – is part of the engagement. For AI email triage specifically, we typically run that work on Claude, Gmail API, Microsoft Graph, Vercel and assume messy starting conditions from day one.

Sketch this with us.

We'll map your real workflow before quoting anything.

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