AI that gives coaches and scouts their time back, not another dashboard.
When coaches and scouts ask us what AI actually changes, the first question we put back is the same one every time: which part of your week, if it disappeared, would change how you feel on a Friday?
0.08% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
How the work runs
We find the one workflow costing Coaches and Scouts the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
What changes for coaches and scouts week to week
Coaches and Scouts sits within Media, Design & Content, one of the sectors we build production AI for.
- Draft and edit copy on brand
- Repurpose content across channels
- Research and outline fast
- Caption, summarise and tag media
The shape of the result for Coaches and Scouts: 0.08% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Draft and edit copy on brand, hardened with the rest of the stack as it scales. Kiwi Dynamics
Small crew or big organisation, the busywork is the same :)
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.
By the numbers
Canada's overall AI usage sits at 4.37x its expected level, with Singapore leading at 5.53x.
Adoption is already well ahead of the curve, and the edge goes to whoever turns it into a concrete workflow first.
Good questions, answered
Has this actually shipped for a real coaches and scouts team?
Yes. 0.08% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We'll share comparable engagements on the call.
Who owns the code and the model setup?
You do, on delivery. We deploy AI into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Draft and edit copy on brand sits in your account too - we don't operate it from ours.
How long does AI take to ship for Coaches and Scouts?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Coaches and Scouts 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.
Can it remind us about the annual return?
Yes. Every company must file an annual return with the Companies Office each year, separate from its tax return.
What does the Privacy Act 2020 mean for AI?
The same rules apply as for any system holding personal information. A breach that could cause serious harm must be reported to the Privacy Commissioner, who expects it within 72 hours.
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