Kiwi Dynamics

Bay of Plenty · Applied AI

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

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Most of our Tauranga engagements start the same way: a 20-minute call where the owner describes a workflow we've heard before in shape but never in detail. AI knowledge base is then designed against the detail, not the shape.

What AI knowledge base actually does

Your team's tribal knowledge, finally searchable. Upload your SOPs, training videos, past emails, and Slack threads – your team asks questions and gets answers with citations.

  • 01 Ingests PDFs, Word docs, videos, Slack, Notion, Drive
  • 02 Answers with citations back to source documents
  • 03 Permission-aware – staff only see what they should
  • 04 Detects stale docs and prompts owners to update

Built on: Claude Pinecone Vercel AI SDK Postgres MCP

Bay of Plenty

What's different about doing this work in Tauranga.

  • Tauranga is one of NZ's fastest-growing cities – and with growth comes admin. AI here clears the backlog so teams can keep up.
  • Horticulture, marine, logistics through the Port of Tauranga, and a booming services scene. Local businesses want AI that scales with seasonal swing.

We work with teams across Tauranga: Mount Maunganui · Papamoa · Bethlehem · Greerton · Tauriko · Te Puke · Katikati.

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How we build AI knowledge base for a Tauranga team.

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

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The outcome for Tauranga teams

If we build the right slice first, Tauranga teams feel the difference inside the first month. New staff get to productive 3x faster – less senior-team interruption.

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 knowledge base 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 Tauranga – 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.

Do you have proof this works for Tauranga businesses?

Direct case study: New staff get to productive 3x faster – less senior-team interruption. Happy to walk you through full numbers on a call.

Will this run on our own infrastructure?

Yes, where it makes sense. AI knowledge base can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Pinecone, Vercel AI SDK, Postgres, MCP but the architecture supports your existing platform choices.

The honest version of a sales call.

No deck. No discovery doc. Just whether this is worth building and what it would cost.

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Talk to us about this

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