Aden Mann

AI transformation & enablement
Australia

Aden Mann: Putting AI
to work.

I help organisations put AI to work through practical adoption, team capability and hands-on delivery. At Immutable, I built the AI and automation capability from the ground up, bringing together training, governance and tools people could use in their work.

Eleven years flying Army helicopters shaped how I think about learning new systems: people need practice, clear responsibilities and the judgement to know when to take control. I bring that approach to AI, alongside building and testing the tools myself.

See selected work ↓

01 Selected work

AI Fluency Framework

A five-level, six-function framework for understanding what people can do with AI. Built during an organisational rollout, it connects capability assessment with training relevant to each role, practical workflows and judgement about when to check the output.

Read the framework →

AI Impact Measurement Framework

How I approach measuring AI initiatives: establish the baseline, agree what should improve and account for the work needed to get there. A practical method with illustrative examples.

Read the measurement approach →

AutoEvaluation

I also build the tools. AutoEvaluation tests changes to AI instructions against a scoring function, keeping improvements and reverting regressions. It shows how I make quality checks part of the work.

See how it works →
AutoEvaluation's experiment log: eight runs, each marked keep or discard next to the change it tried
AutoEvaluation experiment log (demo data)

02 Live agent

Ask AI Aden

Ask about AI transformation, enablement and practical delivery.

Live

“How do you know an AI rollout is actually working?”

Start with the work, not tool use. Define the behaviour that should change, the checks people need to make, and the outcome you expect. Then measure repeat use, output quality and the effort needed to review the work. Licence count alone tells you almost nothing.

03 Writing

What Aviation's Automation Transition Tells Us About AI at WorkFeaturedWorkflow ArchaeologyFeaturedWhy Claude Is DifferentAI BarnaclesAll writing →
Spoken at / featured in
  • Speaker on applied AI and AI strategy, New York, Sydney and Melbourne

I'm open to AI transformation and enablement roles. If you're building AI capability in your organisation, I'd like to hear what you're working on.

aden@adenmann.com →Request my CV →