Kiwi Dynamics

Auckland · Applied AI

AI knowledge base designed around the way a Waiheke Island team actually runs.

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Waiheke Island businesses don't need another generic AI pitch. AI knowledge base 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 Auckland.

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

Auckland

Our field notes from Waiheke Island builds.

  • Waiheke is wine, hospitality, and high-touch tourism – AI here handles the spike when the ferry lands.
  • Cellar doors, restaurants, accommodation, and the trades that maintain it all. AI tools that handle bookings and reviews quietly are gold.

We work with teams across Waiheke Island: Oneroa · Onetangi · Palm Beach · Surfdale · Ostend.

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How we build AI knowledge base for a Waiheke Island team.

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

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The outcome for Waiheke Island teams

What changes for Waiheke Island 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. 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

What's the realistic timeline for AI knowledge base with a Waiheke Island?

Most Waiheke Island 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 knowledge base worth it for a smaller Waiheke Island?

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.

Has this actually shipped for a real Waiheke Island?

Yes. New staff get to productive 3x faster – less senior-team interruption. We'll share comparable engagements on the call.

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

AI knowledge base 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, Pinecone, Vercel AI SDK, Postgres, MCP are our defaults, but the build is intentionally portable.

One reply, one direction.

We don't run sequences or follow-up automation. One useful answer, one decision on your side.

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