The Governed AI Factory
I built a 200-asset AI governance programme with Cowork. The hard part wasn’t the building.
Two to three person-years of work. One month. Built on mornings, evenings and weekends, around the day job.
Over the last month I used Microsoft Cowork to build EmPOWER Your World: a complete, connected AI-governance programme. 34 modules across five tiers. 11 frameworks. A full delivery bundle for every topic. Over 200 finished assets, all governed, all accessible, all scored.
And here’s the thing nobody tells you about working this way: the content was the easy bit.
I didn’t set out to build an operating model
I set out to test Cowork. But somewhere around asset forty, it hit me. The tool would cheerfully help me make 200 brilliant things and 200 subtly inconsistent things at the same time, unless I governed it. So I did.
I built a single source of truth. An audit that scores every asset on eight dimensions. A quality heatmap. A cost ledger. The exact governance I tell clients to put around their AI, I ended up putting around my own AI factory. It was AWESOME!
Which is the real punchline. EYW’s own production line turned out to be a living example of the Governance-as-Code model it teaches. I governed the maker, not just the made.
The numbers (because I tracked them)
About 186,570 credits logged. Roughly £1,493.
All-in, around £6.63 per finished asset.
Portfolio quality: 86.1 out of 100. 169 assets rated Excellent. Not one below “Good”.
Built the traditional way? A careful, bottom-up estimate lands at 500-plus person-days. Two to three person-years. Somewhere between £300,000 and £500,000 of professional effort.
Two to three person-years of work, delivered in a month, for about the cost of a weekly food shop. That is not a typo.
It wasn’t magic, and it wasn’t smooth
I lost whole sessions to file-sync rework. Decks that previewed perfectly refused to open in PowerPoint. My configuration got wiped more than once. I wish I’d built the template on day one instead of fighting styling drift for weeks. I’ve written all of it up, warts and all, including a list of things I think Microsoft should build into the platform.
I AM the Human in the Loop… Actively collaborating!
This wasn’t a button press. The shape wasn’t predefined. I pushed back, changed direction, and rewired the connections as I went, holding technology, process, people and data together in my head across the whole stack. That is the part the AI didn’t do.
AI made my brain faster. It didn’t replace it.
So, can AI produce serious work at serious quality? Yes. But only if you govern it like you mean it.
I’ve written the whole story up as a field report, The Governed AI Factory [link to report].
Try out my free Governed AI Factory Starter Kit :)
I’ve packaged up the method, not just the story. The Governed AI Production Starter Kit is a free zip file download: the working scaffolding to run your own AI production line as a governed system, with your own content dropped in.
Here’s what you get:
A source-of-truth template: the single canonical document that holds your taxonomy, structure, standards and working practices, the thing everything else derives from.
The 8-dimension quality rubric and a blank quality heatmap, so you can score your work and see it, not just hope it’s good.
A cost / credit ledger template, so you can see where your spend actually goes.
One ready-to-run example skill (an asset-quality audit) and a short “write your own skill” guide.
A quickstart that threads it all together.
And here’s what it lets you do: skip the month I spent working this out. Stand up a single source of truth, a quality gate and a dashboard, draw a clear line on what the human still owns, and start producing at quality instead of gambling on it. The models, the voice and the judgement stay yours. The plumbing is done.
[Download the Starter Kit] (free, no strings).
What’s been your experience pushing these tools further than you meant to? I’d genuinely love to hear it. Connect with me and follow EmPOWER Your World on LinkedIn (Simon Owen · EmPOWER Your World), and share your story there.
