Kiwi Dynamics

Southland · Applied AI

AI agents that do work – wired into a Invercargill workflow, not bolted on the side.

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Invercargill businesses don't need another generic AI pitch. AI agents only earns its keep when it's built around the workflow you actually run on a wet Tuesday, and that's how we scope every engagement we take on in Southland.

What AI agents actually does

Autonomous AI agents that don't just answer – they get things done. They check inventory, draft proposals, file paperwork, and chase quotes while your team focuses on the human work.

  • 01 Goal-driven agents that complete multi-step tasks
  • 02 Connect to your tools – Xero, HubSpot, Gmail, Slack, your CRM
  • 03 Human-in-the-loop checkpoints for anything risky
  • 04 Full audit log of every action the agent takes

Built on: Claude Agent SDK OpenAI Agents LangGraph n8n MCP

Southland

The pattern across Invercargill engagements we've shipped.

  • Southland businesses are stoic, practical, and patient – AI gets traction when it shows up working, not promised.
  • Dairy, aquaculture, manufacturing, and a tight services market. AI in Southland needs to install once and run quietly for years.

We work with teams across Invercargill: CBD · Hawthorndale · Waikiwi · Bluff · Gore · Riverton.

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How we build AI agents for a Invercargill team.

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

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The outcome for Invercargill teams

Replaces 15+ hours of weekly back-office work per agent deployed. For Invercargill teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.

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

What's the realistic timeline for AI agents with a Invercargill?

Most Invercargill businesses have their first usable slice in week 5 or 6. We'd rather ship narrow and real than broad and aspirational – your team gets to use the thing well before the engagement is "done".

What does AI agents cost for a Invercargill?

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.

Do you have proof this works for Invercargill businesses?

Direct case study: Replaces 15+ hours of weekly back-office work per agent deployed. Happy to walk you through full numbers on a call.

What happens if we want to swap a vendor out later?

AI agents is built behind a small adapter layer specifically so swapping a model provider or a data source is a one-day job, not a re-architecture. Claude Agent SDK, OpenAI Agents, LangGraph, n8n, MCP are our defaults, but the build is intentionally portable.

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