Semantic search (RAG) in Waiheke Island.
Semantic search (RAG) that lives in your stack, not on a vendor's roadmap. Shipped from Auckland.
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.
Waiheke fills up every summer with visitors heading for the vineyards and beaches. We automate bookings, enquiries and seasonal staff admin for the island's small teams.
The shape of the result for Waiheke Island teams: Average search time drops from 6 minutes to 12 seconds. Built on Pinecone, hardened with the rest of the stack as it scales. Kiwi Dynamics
An AI agency, minus the theatre.
*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.
Business in Waiheke Island.
Tourism is an important part of the Waiheke economy, with visitors drawn to its beaches and boutique vineyards, and up to a quarter of adult summer residents work in tourism-related jobs.
Waiheke is a 35-minute ferry ride from Auckland's city centre. The island's population swells every summer with visitors.
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.
Good questions, answered
What if our Waiheke Island 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.
How fast could we have semantic search (RAG) in production?
Eight to ten weeks for most Waiheke Island 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.
What does semantic search (RAG) cost for a Waiheke Island?
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.
Can it remind us about the annual return?
Yes. Every company must file an annual return with the Companies Office each year, separate from its tax return.
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.
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