FIELD NOTES / ACCOUNTABLE AUTOMATION
Ideas from
the real work.
Practical notes on AI workflows that prepare the work, show their reasoning and leave the decision with your team.
MDX LABS · MELBOURNE · FIELD NOTES
02 / READ THE NOTES+
Choose the first workflow by its handover.
A useful starting point has a clear input, a repeatable preparation step and a person who knows when to make the call.
The best first automation is rarely the biggest process in the business. Start with work your team can describe: what arrives, what gets checked, what gets prepared and who decides what happens next.
Watch the process for a week. Record the repeated steps and the exceptions that slow people down. A small workflow with well-known inputs is easier to test than a broad promise to automate a department.
Before building, name the handover. What does the reviewer need to see? Which result can move on its own, and which one must stop? That boundary gives the first build a useful scope and gives the team a way to judge whether it is working.
A sign-off needs the whole story.
A button marked “Approve” is only useful when the reviewer can see the source, the suggestion and the reason for uncertainty.
Human approval can become a rubber stamp if the reviewer sees only a polished answer. A useful review screen shows the source material, the proposed action, the checks that passed and anything the system could not resolve.
The person should be able to compare, change, hold or reject the result. A named owner and a visible record of the final action make it possible to understand the decision later.
Design the review point with the person who will use it. Ask what they need to know to disagree. If finding that context takes longer than doing the task manually, the workflow still has work to do.
Write the failure route before launch.
Missing information and broken connections are ordinary operating conditions. Give each one an owner and a next step.
A workflow is easy to admire on a perfect example. The more useful question is what happens when a document is incomplete, a match is uncertain or a connected service is unavailable.
For each likely exception, choose a safe next move: pause, retry, request missing information or hand the item to a person. The system should make that state visible rather than quietly guessing or losing the work.
Test those routes with the team before handover. Keep a manual fallback, a record of what happened and a clear way to stop the workflow. Dependability comes from making these decisions in advance.
NEXT / START WITH ONE WORKFLOW+
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