Semantic search (RAG) in Auckland.

For Auckland operators who want a working pilot in weeks, not a year-long programme.

Where 38 per cent of GDP happensAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across AucklandWhere 38 per cent of GDP happensAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across AucklandWhere 38 per cent of GDP happensAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across AucklandWhere 38 per cent of GDP happensAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across Auckland

Auckland makes around 38 per cent of New Zealand's GDP across a wide mix of services. We build AI that clears the admin so teams stay on billable work.

Talk to us about Auckland

Small crew or big organisation, the busywork is the same :)

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.

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*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

How Kiwi Dynamics works

We find the one workflow costing Auckland businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.

To start, tell us about your week

Knows the New Zealand rules.

Ask questions across your manuals, contracts and records and get answers with the source attached, not a guess.

NZISM for government work
The Public Service AI Framework
Data that stays in New Zealand

Auckland, up close.

Auckland produces around 38 per cent of New Zealand's GDP and leans on no single industry; professional, scientific and technical services is the largest, at about 11 per cent of the region's GDP.

Food and beverage manufacturers in Auckland make up 30 per cent of the country's food and beverage manufacturing businesses. Auckland Anniversary Day falls on the Monday closest to 29 January.

Talk to us about Auckland

An AI agency, minus the theatre.

Honest about what AI can and cannot do

Ships the one workflow that pays for itself

Hours given back, never the size of the invoice

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

Average search time drops from 6 minutes to 12 seconds. For Auckland teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart. Kiwi Dynamics

Questions Auckland businesses ask

When does semantic search (RAG) actually pay back?

Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for an Auckland - so the savings start landing before the rest of the build is finished.

Can you walk us through a comparable build?

Yes - on the first call we'll pick the closest engagement we've shipped to what you're describing and walk through the outcome, the headcount and the time it took. Average search time drops from 6 minutes to 12 seconds.

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 Auckland businesses are surprised how small the first cheque is.

How does this fit the Public Service AI Framework?

The framework, led by the Government Chief Digital Officer, asks for safe, transparent and accountable AI. Agencies that sign the Algorithm Charter also commit to transparency in how they use algorithms.

Can AI help with payday filing?

It can prepare it. Employers file employment information every payday, within 2 working days when filing electronically, and automation can have it ready for a person to check.

Talk to us about semantic search (RAG)

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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.