AI knowledge base in Whanganui.
Internal AI knowledge base - wired into a Whanganui workflow, not bolted on the side.
What Whanganui runs on.
Whanganui's biggest industries include manufacturing, healthcare and social assistance, agriculture, forestry and fishing, public administration and retail, and its diverse base leaves it little reliant on tourism.
Whanganui's economic strategy targets transport and freight, training, agriculture, tourism and events, and food and innovation. Wellington Anniversary Day falls on on or near 22 January.
Whanganui's makers, growers and health providers keep the district steady. We automate quoting, production reporting and staff admin so skilled people spend less time on forms.
What AI knowledge base actually does
Your team's tribal knowledge, finally searchable. 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.
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.
On the tools or running at scale, the admin still eats the week :)
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.
Not your typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
We'd call the engagement a success when Whanganui teams are using the system without thinking about us. New staff get to productive 3x faster - less senior-team interruption. Kiwi Dynamics
Good questions, answered
How fast could we have AI knowledge base in production?
Eight to ten weeks for most Whanganui businesses. Faster if your data is in good shape and slower if we're untangling a legacy integration first. We'll give you a realistic number on the scoping call rather than the optimistic one.
Anyone else in this space using AI knowledge base?
Plenty. New staff get to productive 3x faster - less senior-team interruption. The interesting question is rarely "does it work" - it's "is your team ready to use the output." That's what we'd scope on the call.
What if our Whanganui doesn't have any data ready?
Most don't. Getting the data into shape - ingestion, cleaning, the lightweight contracts you need before any model is useful - is part of the engagement. For AI knowledge base specifically, we typically run that work on Claude, Pinecone, Vercel AI SDK, Postgres, MCP and assume messy starting conditions from day one.
Does scheduling handle public holidays?
It should. New Zealand has 11 national public holidays, including Matariki, plus a regional anniversary day that depends on where your business is.
Does it keep up with KiwiSaver changes?
It has to. The minimum employer contribution rose to 3.5 per cent on 1 April 2026 and rises to 4 per cent on 1 April 2028.
Talk to us about AI knowledge base
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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
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