Kiwi Dynamics

Nelson-Tasman · Applied AI

Built and supported here – the way a Nelson business would actually use it.

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The version of AI customer feedback that works for a Nelson 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 customer feedback actually does

Every Google review, NPS survey, support ticket, and social mention pulled into one place – themed, scored, and ranked by impact. You finally see what customers actually complain about.

  • 01 Pulls reviews from Google, Facebook, Trade Me, your forms
  • 02 Auto-themes complaints and praise into trends
  • 03 Alerts you to a bad review before it goes viral
  • 04 Drafts public review responses in your voice

Built on: Claude Google Business API Trustpilot Vercel

Nelson-Tasman

What's different about doing this work 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 customer feedback 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 review and feedback.

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The outcome for Nelson teams

The shape of the result for Nelson teams: Star ratings up ~0.4 in 90 days from faster, on-brand responses. 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 customer feedback 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 Nelson – 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. Star ratings up ~0.4 in 90 days from faster, on-brand responses.

Will this run on our own infrastructure?

Yes, where it makes sense. AI customer feedback can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Google Business API, Trustpilot, 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.