Notes from the back office.
Research and field notes on AI in regulated operations, written for the people who run the work.
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The admin load on Australian health, care, legal and claims operators: the numbers in 2026
Case volumes in Australian health, disability, legal and claims work have grown far faster than the clerical workforce, and the qualified staff most likely to absorb the difference are the hardest to hire. The figures from more than 50 public sources in one place, with citations, primary-source screenshots and downloadable data.28 September 2026What an AI agent can do in Medicare billing that a billing team can't
More than half of the 6,046 items in today's Medicare Benefits Schedule have changed since mid-2021. What an AI agent can do in MBS billing that people can't, the numbers behind it, and where it has to stop.28 September 2026AI can do the work. It can't hold the licence.
AI can already take on much of the groundwork behind a lender, a law firm, a clinic or a tax practice. It can't be the licensee, the registered practitioner or the person who answers for the work. Every Australian licence traces back to named, qualified people, and several of those registers are shrinking.28 September 2026What a case engine is (and isn't)
A case engine takes routine work from arrival to done, using your rules. Cases that need judgement reach the right person with the evidence ready.25 September 2026Touchless rate: the one number that tells you if AI is working in your back office
Measure cases finished without a human touch, then connect that result to team capacity. Here is the arithmetic, and how we measure small wins before going further.21 September 2026Why we learn your business before we build anything
We map your business over days or weeks, deliver measured small wins along the way and transform the company only when the results show it is applicable.14 September 2026
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