Semantic search (RAG) in Whangārei.
Semantic search (RAG) designed around the way a Whangārei team actually runs.
What semantic search (RAG) actually does
Search that understands intent, not just keywords. With the right workflow automated, nine hours of admin a week could drop to about one.*
*Illustrative example only, based on 9 hours a week of admin falling to about 1 hour a week. Actual results vary by workflow and business.
Whangārei moves timber out and fuel in through Marsden Point. We automate the dispatch records, contractor paperwork and invoicing for the firms that keep it running.
Already buried in admin? We'll sort the first workflow for you :)
Nine hours a week of admin is 468 hours a year. That could drop to about 52.*
*Illustrative, based on 9 hours a week of admin at a typical 80% automation rate. The calculator uses your own numbers.
If we build the right slice first, Whangārei teams feel the difference inside the first month. Average search time drops from 6 minutes to 12 seconds. Kiwi Dynamics
Definitely not a typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
What Whangārei runs on.
Northport at Marsden Point is New Zealand's northernmost deep-water port and mostly exports logs, woodchip and timber, while Channel Infrastructure's Marsden Point terminal imports fuel for Auckland and Northland.
Auckland and Northland make up about 40 per cent of New Zealand's fuel demand, supplied through the Marsden Point terminal.
Small crew or big organisation, the busywork is the same :)
The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
Good questions, answered
What tools do you build semantic search (RAG) on?
For semantic search (RAG) we usually reach for Pinecone, Claude, Postgres pgvector, Vercel AI SDK. We're tool-agnostic at heart - we pick what your Whangārei team can actually run after we hand the build over, not what looks good on a vendor sticker.
Is semantic search (RAG) worth it for a smaller Whangārei?
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 Whangārei?
Yes. Average search time drops from 6 minutes to 12 seconds. We'll share comparable engagements on the call.
Do you work with Xero?
Yes. Xero is one of the systems we build around, and we connect to the other tools you already run rather than asking you to switch.
What happens when the Holidays Act is replaced?
The Employment Leave Act 2026 replaces it on 6 August 2028. Until then payroll follows the current Holidays Act, so leave calculations need to handle today's rules and the changeover.
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