The four questions every AI story must answer.

Thousands of AI articles are published every day. Most are duplicated, many are speculative, and almost all lack the one thing an executive actually needs: context. Here is the test we run every story through before it earns a place in the brief — and that you can run yourself on any headline.

The problem was never information. Decision-makers have never had access to more of it. The problem is signal: the ability to tell, quickly, whether a piece of news changes anything for you. A good filter does that in four questions. If a story cannot answer all four, it is incomplete — and usually safe to ignore.

Question oneWhat happened?

The factual event, stripped of adjectives. Not "a stunning breakthrough" — what, specifically, occurred? A model was released, a rule was passed, a company was bought, a round was raised. If you cannot state the event in one plain sentence, the story is hype wearing the costume of news.

Question twoWhy now?

Timing is information. Why did this happen this week, and not last year or next? A capability crossed a threshold; a cost fell; a regulator ran out of patience; a competitor forced a hand. The answer to "why now" is often where the real story hides — the visible event is frequently the delayed consequence of something that moved months earlier.

Question threeWhy does it matter?

The commercial implication — for a decision-maker, not for the field. Technology is interesting; strategy is valuable. This is the question most coverage skips entirely, because answering it requires knowing who is reading and what decision sits on their desk. If a story cannot connect the event to a choice someone has to make, it is trivia.

We publish because something matters — not because something happened.

Question fourWhat's changing?

The longer-term signal beneath the event. One announcement is a data point; the direction it reveals is the intelligence. Is the frontier plateauing? Is capital rotating from training to inference? Is regulation converging or fragmenting? The event is the weather; "what's changing" is the climate — and it is the climate that determines strategy.

Why the discipline matters

Information without context creates anxiety. Context creates understanding, understanding creates confidence, and confidence creates the ability to act. The four questions are simply the shortest path from a headline to a decision — which is the only journey that matters when the markets are about to open and the meeting is about to start.

Run them on the next AI story you read. If it answers all four, keep it. If it stops at "what happened," you have found noise dressed as news — and you have just saved yourself the time.