AI Fluency.

The framework

1. 01

   Prediction and judgement aren't the same job.

   Take one decision you make weekly and cut it in two. The prediction is the part that fills in something you don't know: which of these leads will close, what this contract probably says, how long the build will take. The judgement is the part that decides what a good outcome is worth, how badly a false positive hurts you, what you will trade for speed, whose complaint you are willing to absorb. Machines are taking the first half and leaving the second entirely with you. Separate them and you can say whether a tool improved your decision or only the forecast sitting inside it.

2. 02

   Inventory what can't be prompted into existence.

   Walk the business and name every asset a well-funded competitor could not obtain this quarter at any sensible price. Proprietary data is the obvious one: the record of what your customers actually did, which no model was trained on and no rival can buy. Then distribution, meaning the list, the shelf, the partner who makes the introduction. Then the relationships that survive a bad month, the taste that picks the right option out of ten plausible ones, and the person willing to sign their name under a decision that might be wrong. Anything not on that list is a feature, and features are cheap to reproduce now.

3. 03

   Whose saving is this, yours or the market's?

   A cost that falls for you falls for everyone selling what you sell, and under ordinary rivalry most of that saving reaches the buyer as a lower price rather than reaching you as margin. This is Day 14's competitive pressure doing its usual work. So run the test before you bank the number. Is the efficiency something only you have, because it rides on data or a workflow nobody else can assemble, or is it a subscription anyone can buy? The first is advantage. The second is a new price floor rather than new margin, and pricing next year as though it were advantage is how a good year becomes a thin one.

4. 04

   Fund one complement this quarter, with a number against it.

   The complement argument is worthless as an observation and valuable as a budget line. Choose one — the data you're not yet capturing, the distribution you rent rather than own, the reviewer whose taste makes the difference — and commit real money and real weeks to it before the tooling budget renews on autopilot. Write down what it costs, what it buys, and how you will know inside ninety days. The failure mode here is not disbelief. Almost everybody agrees that judgement matters more now. The failure mode is agreeing warmly and then spending the whole discretionary budget on seats.