Semantic search (RAG) in Whakatāne.
Semantic search (RAG) that lives in your stack, not on a vendor's roadmap. Shipped from Bay of Plenty.
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.
Dairy, kiwifruit, forestry and manufacturing keep the Eastern Bay busy. We automate the rosters, supplier invoices and compliance records that pile up at harvest.
Whakatāne, up close.
The Rangitāiki Plains support intensive dairy farming and horticulture including kiwifruit, avocados and citrus, forestry is a major industry, and manufacturing remains a cornerstone of the district.
The Whakatāne District is widely known as one of New Zealand's food baskets. Kiwifruit picking and packhouse work run from about March to mid-June.
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.
If we build the right slice first, Whakatāne teams feel the difference inside the first month. Average search time drops from 6 minutes to 12 seconds. Kiwi Dynamics
Built differently, on purpose.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
How much is the admin really costing 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.
Questions Whakatāne businesses ask
What does semantic search (RAG) cost for a Whakatāne?
Pilots start from a fixed scope priced to land a measurable result inside 6 weeks. Pricing depends on data volume, integration complexity, and whether you need us on managed services afterwards. We'll quote precisely after a 30-minute scoping call.
What if our Whakatāne 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 semantic search (RAG) specifically, we typically run that work on Pinecone, Claude, Postgres pgvector, Vercel AI SDK and assume messy starting conditions from day one.
Do you have proof this works for Whakatāne businesses?
Direct case study: Average search time drops from 6 minutes to 12 seconds. Happy to walk you through full numbers on a 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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