Auto repair shops · Applied AI

Auto repair shops-grade AI translation, shipped by people who've done it before.

Auto repair shops are some of the most efficient operators in New Zealand – which means the easy wins from AI translation are usually already taken. The brief we accept is the one focused on the workflow you've tried to fix twice and given up on.

What AI translation actually does

Reach more of Aotearoa. AI translation for te reo Māori, Samoan, Tongan, Mandarin, Hindi, and more – with cultural nuance, not Google-Translate stiffness.

  • 01 Te reo Māori with macron support and reviewed terminology
  • 02 Voice translation for support calls in real time
  • 03 Glossary-locked terms so brand language stays consistent
  • 04 Human-reviewer workflow for high-stakes content

Built on: Claude DeepL ElevenLabs Vercel

What gets in the way

The friction auto repair shops hit that other industries don't.

  • Mechanics quote from underneath a car and answer the phone from underneath a car, and one of those always loses.
  • Booking, quoting, and parts follow-up are the admin layer that decides how many cars a workshop can turn over in a week.
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How we build AI translation for auto repair shops.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for a auto repair shop business, so value lands before the build is finished. AI multilingual + te reo.

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The outcome for auto repair shops

We'd call the engagement a success when auto repair shops are using the system without thinking about us. Expanded customer reach by 22% with multilingual support live.

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 quickly can we see something running?

Week three for a clickable internal demo against real data. Week six for a slice your team can actually use. We hold ourselves to those numbers because they're what stops a project drifting into "endless discovery".

What's the smallest engagement you'd take on?

A two-week paid discovery for auto repair shops 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.

What's the realistic outcome for auto repair shops?

Expanded customer reach by 22% with multilingual support live. We don't promise tenfold lifts because we don't see them outside of marketing decks.

What tools do you build AI translation on?

For AI translation we usually reach for Claude, DeepL, ElevenLabs, Vercel. We're tool-agnostic at heart – we pick what your auto repair shop team can actually run after we hand the build over, not what looks good on a vendor sticker.

Sketch this with us.

We'll map your real workflow before quoting anything.

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