Kiwi Dynamics

Hawke's Bay · Applied AI

AI search over your data, built for businesses operating in Napier-Hastings.

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Most of our Napier-Hastings 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. Semantic search (RAG) is then designed against the detail, not the shape.

What semantic search (RAG) actually does

Search that understands intent, not just keywords. Your team types what they mean – and gets the right document, ticket, or product from across every system, with citations.

  • 01 Indexes Drive, SharePoint, Notion, Slack, your CRM
  • 02 Returns answers with source links – no hallucinations
  • 03 Permissioned so staff only see what they should
  • 04 Re-indexes nightly so results stay fresh

Built on: Pinecone Claude Postgres pgvector Vercel AI SDK

Hawke's Bay

Why Napier-Hastings businesses are a fit for this.

  • Hawke's Bay runs on horticulture, wine, and tourism – three industries with sharp seasonal peaks AI can flatten.
  • From orchard ops to cellar door bookings, AI helps Hawke's Bay businesses staff right, forecast right, and chase fewer no-shows.

We work with teams across Napier-Hastings: Napier CBD · Ahuriri · Taradale · Hastings · Havelock North · Flaxmere.

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How we build semantic search (RAG) for a Napier-Hastings team.

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

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The outcome for Napier-Hastings teams

What changes for Napier-Hastings 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. Average search time drops from 6 minutes to 12 seconds.

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 semantic search (RAG) 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 Napier-Hastings – 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.

Has this actually shipped for a real Napier-Hastings?

Yes. Average search time drops from 6 minutes to 12 seconds. We'll share comparable engagements on the call.

Will this run on our own infrastructure?

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

Skip the pitch.

Tell us the workflow and we'll come back with what we'd build first.

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