Where trades, installation & repair teams are already ahead of the curve.
Most of our trades, installation & repair engagements start the same way: a 20-minute call where someone describes a workflow we've heard before in shape but never in detail.
We'd call the engagement a success when Trades, Installation & Repair teams are using the system without thinking about us. Adoption is already ahead of the curve - Singapore sits at 5.53x expected AI usage (Anthropic Economic Index, March 2026). Kiwi Dynamics
Adoption is already ahead of the curve - Singapore sits at 5.53x expected AI usage (Anthropic Economic Index, March 2026).
Roles in trades, installation & repair
- Computer, Automated Teller, and Office Machine Repairers
- Industrial Machinery Mechanics
- Electronic Home Entertainment Equipment Installers and Repairers
- Telecommunications Equipment Installers and Repairers, Except Line Installers
- First-Line Supervisors of Mechanics, Installers, and Repairers
- Heating and Air Conditioning Mechanics and Installers
- Automotive Master Mechanics
- Security and Fire Alarm Systems Installers
- Electronic Equipment Installers and Repairers, Motor Vehicles
- Recreational Vehicle Service Technicians
- Maintenance and Repair Workers, General
- Electric Motor, Power Tool, and Related Repairers
- Refrigeration Mechanics and Installers
- Home Appliance Repairers
- Radio Mechanics
- Mobile Heavy Equipment Mechanics, Except Engines
- Motorcycle Mechanics
- Electrical and Electronics Installers and Repairers, Transportation Equipment
- Electrical and Electronics Repairers, Powerhouse, Substation, and Relay
- Aircraft Mechanics and Service Technicians
- Medical Equipment Repairers
- Manufactured Building and Mobile Home Installers
- Electrical and Electronics Repairers, Commercial and Industrial Equipment
- Camera and Photographic Equipment Repairers
- Helpers--Installation, Maintenance, and Repair Workers
- Electrical Power-Line Installers and Repairers
- Automotive Specialty Technicians
- Avionics Technicians
- Commercial Divers
- Bus and Truck Mechanics and Diesel Engine Specialists
- Geothermal Technicians
- Radio, Cellular, and Tower Equipment Installers and Repairers
- Automotive Body and Related Repairers
- Bicycle Repairers
- Farm Equipment Mechanics and Service Technicians
- Locksmiths and Safe Repairers
- Maintenance Workers, Machinery
- Millwrights
- Musical Instrument Repairers and Tuners
- Riggers
- Tire Repairers and Changers
- Watch Repairers
- Wind Turbine Service Technicians
Where AI is landing in trades, installation & repair
Most of our trades, installation & repair engagements start the same way: a 20-minute call where someone describes a workflow we've heard before in shape but never in detail.
- Book jobs while you are on the tools
- Draft quotes from photos and notes
- Chase invoices automatically
- Generate compliance paperwork
On the tools or running at scale, the admin still eats the week :)
Quotes with GST, consent paperwork, LBP records and health and safety logs: the admin every New Zealand trade business carries.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
How much is the admin really costing you?
Nine hours a week of admin is 468 hours a year. That could drop to about 52.*
*Illustrative, based on 9 hours a week of admin at a typical 80% automation rate. The calculator uses your own numbers.
Questions trades, installation & repair teams ask
What's the realistic outcome for Trades, Installation & Repair teams?
Adoption is already ahead of the curve - Singapore sits at 5.53x expected AI usage (Anthropic Economic Index, March 2026). We don't promise tenfold lifts because we don't see them outside of marketing decks.
When does AI actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a trades, installation & repair team - so the savings start landing before the rest of the build is finished.
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call - fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
Is our data kept in New Zealand?
Kiwi Dynamics hosts its own infrastructure in New Zealand, under New Zealand governance. If personal information ever has to go offshore, privacy principle 12 requires comparable protection.
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.
Let's chat
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