AI for administrative law judges, adjudicators, and hearing officers who want fewer tabs open, not more.

Most administrative law judges, adjudicators, and hearing officers we talk to aren't short of software - they're short of an hour back in the day.

0.15% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

Built differently, on purpose.

Straight answers, even when the answer is no

One workflow live in weeks, not a programme

Measured in hours back, not slides

*Every engagement is scoped and quoted up front. 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.

The shape of the result for Administrative Law Judges, Adjudicators, and Hearing Officers: 0.15% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on First-pass contract review and summaries, hardened with the rest of the stack as it scales. Kiwi Dynamics

What changes for administrative law judges, adjudicators, and hearing officers week to week

Administrative Law Judges, Adjudicators, and Hearing Officers sits within Legal, one of the sectors we build production AI for.

  • First-pass contract review and summaries
  • Cited research over your matters
  • Qualify and intake new matters
  • Draft standard letters from templates

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.

On the tools or running at scale, the admin still eats the week :)

The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.

*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

Good questions, answered

Is AI worth it for a smaller administrative law judges, adjudicators, and hearing officers team?

Often, yes - and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.

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 tools do you build AI on?

For AI we usually reach for First-pass contract review and summaries, Cited research over your matters, Qualify and intake new matters, Draft standard letters from templates. We're tool-agnostic at heart - we pick what your administrative law judges, adjudicators, and hearing officers team team can actually run after we hand the build over, not what looks good on a vendor sticker.

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.

What does the Privacy Commissioner expect before we use AI?

Senior leadership sign-off, a check that the tool is necessary and proportionate, and a privacy impact assessment before it goes live.

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