Semantic search (RAG) in Christchurch.
AI search over your data – wired into a Christchurch workflow, not bolted on the side.
What this is
AI search over your data
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.
Average search time drops from 6 minutes to 12 seconds.
How it helps your Christchurch team
What you actually get.
- Indexes Drive, SharePoint, Notion, Slack, your CRM
- Returns answers with source links – no hallucinations
- Permissioned so staff only see what they should
- Re-indexes nightly so results stay fresh
The reason we take on work in Christchurch is that the businesses here tend to be sharper about what they want than the brief lets on. Semantic search (RAG) for a Christchurch team almost always ends up looking different to semantic search (RAG) for a downtown Auckland one.
The shape of the result for Christchurch teams: Average search time drops from 6 minutes to 12 seconds. Built on Pinecone, hardened with the rest of the stack as it scales.
Our field notes from Christchurch builds.
Construction, agri-tech, manufacturing, and a tight CBD professional services market. Christchurch teams reward straight talk and working software.
We work with teams in
What we build
Semantic search (RAG), tailored to Christchurch businesses.
- 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
Common questions
Before you book the call.
How fast could we have semantic search (RAG) in production? +
Eight to ten weeks for most Christchurch 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's the smallest engagement you'd take on? +
A two-week paid discovery for Christchurch businesses that aren't sure whether the build is worth doing at all. You get a one-page write-up of what we'd build, what we'd skip, and what it would cost. About 30% of those discoveries end with us recommending you don't proceed.
Has this actually shipped for a real Christchurch? +
Yes. Average search time drops from 6 minutes to 12 seconds. We'll share comparable engagements on the call.
What if our Christchurch 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.
One reply, one direction.
We don't run sequences or follow-up automation. One useful answer, one decision on your side.
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