Otago · Applied AI

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

We've worked with enough operators in Dunedin to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any AI lead qualification project is sit with your team for a day before we propose anything.

What AI lead qualification actually does

Every form-fill, every missed call, every Instagram DM – scored, enriched, and routed within minutes. Your team only sees leads that match your ideal customer.

  • 01 Auto-enriches with NZBN, company size, and history
  • 02 Scores using your past won/lost deals as training data
  • 03 Hot leads get SMS-routed to the right rep instantly
  • 04 Cold leads enter nurture, not the bin

Built on: Claude HubSpot NZBN API Twilio Vercel

Otago

What's different about doing this work in Dunedin.

  • Dunedin pairs a strong university research culture with practical southern businesses. AI here means proven tools, not hype.
  • Education, health, tech, and a tourism shoulder season that hits hard. AI helps Dunedin teams smooth the peaks and protect the people.

We work with teams across Dunedin: CBD · North Dunedin · South Dunedin · Mosgiel · Port Chalmers · Green Island.

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How we build AI lead qualification for a Dunedin team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Dunedin business, so value lands before the build is finished. AI scores your leads.

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The outcome for Dunedin teams

The shape of the result for Dunedin teams: Sales reps spend 70% less time on dead-end conversations. Built on Claude, hardened with the rest of the stack as it scales.

Not your typical AI agency.

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.

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Kiwi Dynamics, that drops to about 52.

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*Based on 9 hours a week of admin at Kiwi Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

Questions

FAQ

How long does AI lead qualification take to ship for Dunedin businesses?

We aim for a working pilot inside 4-6 weeks – narrow scope, real Dunedin 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.

Are there hidden costs we should plan for?

Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.

What's the realistic outcome for Dunedin businesses?

Sales reps spend 70% less time on dead-end conversations. 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 AI lead qualification into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude sits in your account too – we don't operate it from ours.

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