Off the Balance Sheet
So there I was...
Watching CNN's Fareed Zakaria's Sunday morning interview of Microsoft's CEO, Satya Nadella. Nadella shared what he calls the reverse information paradox: the very act of asking AI questions tells it what you're thinking, and then the model and its provider leverage your knowledge to reap benefits. He went on to warn firms that fail to protect proprietary knowledge are essentially outsourcing their thinking and it will be the ultimate demise of that company.
And that brought me back two decades. There were three members of my doctoral cohort all working on essentially the same dissertation topic: the off-balance sheet costs of outsourcing. Ironically, they all worked in the same group of a global aerospace firm, and their evidence was overwhelming. When engineering prowess is your core differentiator, why would you ship it off to a low cost provider, only to have it return in such tragic condition that everything had to be reworked at twice the cost?
I'm sure the offshore contractors had nothing but good intentions, but they clearly lacked the same level of education, training, experience, and judgement to ever produce the requisite work output. And the end users noticed. My colleague's company ended up losing $25B in revenue to their largest competitor over the years that followed.
So when the CEO of Microsoft looks into a CNN camera and says that a firm without control of its knowledge "will not remain a firm because you've essentially outsourced your thinking," I do not hear a new warning. I hear three dissertations, peer reviewed and paid for in full, twenty years later and one abstraction higher. The aerospace firm shipped out engineering. Today's firms are shipping out cognition itself, prompt by prompt, and Nadella's reverse information paradox is the invoice: every question your people ask a rented model is a précis of what your company knows, what it worries about, and where it is headed, delivered daily to a third party. My colleagues needed years of data to prove the off-balance-sheet costs of outsourcing. This time the cost ledger is the chat log.
So Nadella is right, and I have been making a version of this argument in these pages all month. But here is where I part company with his prescription, because everything he recommends is architecture. Keep your data. Put a gateway in the middle. Train your own open-weight models on your own infrastructure. All sensible, and all of it misses what actually killed my colleagues' employer. That firm did not lose $25 billion because its drawings were stored on somebody else's server. It lost because the people who could tell good engineering from bad engineering stopped doing the engineering, and the judgment that took a generation to build walked out the door one contract at a time. You can run the finest private model in the world behind the finest gateway ever built, and if your people accept its output the way those offshore drawings got stamped and passed along, you have outsourced your thinking just as completely. You simply did it to a vendor you own. Data sovereignty is not judgment sovereignty. Nadella is guarding where the thinking happens. The asset that decides whether you remain a firm is whether anyone still does it.
And now the part I almost hate to bring up, except that I wrote the rule yesterday and rules count double when they are inconvenient. Weigh advice by the advisor's stakes. Satya Nadella runs a company that sells cloud infrastructure, and custom models trained behind private gateways consume a great deal of cloud infrastructure. More than one commentator noted within a day that his warning doubles as a sales pitch. That does not make him wrong. My colleagues' data says he is right. But it makes him a perfect live exercise in the discipline this whole blog is about: hear the counsel, name the interests, and do your own thinking about your own thinking. If the irony of outsourcing that particular judgment to anyone, him or me, needs explaining, start this post over.
The three members of my cohort saw it coming with nothing but spreadsheets and the willingness to count costs nobody wanted on the books. The evidence took years then. It will not take years this time.
So, a question for your Wednesday, and every day after.
Somewhere in your company right now, the ledger nobody keeps is filling up. What have you moved off the balance sheet?
And who, exactly, is doing your thinking?
Sources: Microsoft CEO warns that companies embracing AI could drive themselves out of business, Futurism · Nadella says companies that trust one AI for everything may not survive, TechCrunch · Satya Nadella's AI warning is a sales pitch, ProMarket
#AI #Outsourcing #Leadership #AIStrategy #Judgment #CorporateStrategy #STIW