Semantic search (RAG) in Tauranga.

Built and supported here – the way a Tauranga business would actually use it.

Talk to us about semantic search (RAG) for your Tauranga business

We'll come back inside one NZ working day. Usually faster.

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 Tauranga 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 version of semantic search (RAG) that works for a Tauranga business is rarely the version a national vendor would sell you. We build the one that fits how your team actually operates – usually with fewer parts than the off-the-shelf pitch.

We'd call the engagement a success when Tauranga teams are using the system without thinking about us. Average search time drops from 6 minutes to 12 seconds.

Where Tauranga operators actually lose hours.

Horticulture, marine, logistics through the Port of Tauranga, and a booming services scene. Local businesses want AI that scales with seasonal swing.

We work with teams in

Mount MaunganuiPapamoaBethlehemGreertonTaurikoTe PukeKatikati

What we build

Semantic search (RAG), tailored to Tauranga businesses.

Built on: PineconeClaudePostgres pgvectorVercel AI SDK

Common questions

Before you book the call.

How long does semantic search (RAG) take to ship for Tauranga businesses? +

We aim for a working pilot inside 4-6 weeks – narrow scope, real Tauranga businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.

How do you price semantic search (RAG) engagements? +

Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Tauranga businesses are surprised how small the first cheque is.

What's the realistic outcome for Tauranga businesses? +

Average search time drops from 6 minutes to 12 seconds. We don't promise tenfold lifts because we don't see them outside of marketing decks.

Who owns the code and the model setup? +

You do, on delivery. We deploy semantic search (RAG) into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Pinecone sits in your account too – we don't operate it from ours.

Skip the pitch.

Tell us the workflow and we'll come back with what we'd build first.

Back to the form ↑