Learn · a trick with a name
Zero Underneath
the headline number has nothing behind it.
A big number feels solid. Sometimes there is nothing under it: no revenue, no users, no product.
How to spot it
- Impressive totals with no unit you can check
- Activity metrics standing in for outcomes
- The underlying figure, when you find it, is zero or near it
The one question to ask“What is the smallest real number underneath this?”
At work
For any AI pilot, measure one outcome you actually care about. Hours saved beats prompts sent.
Caught in the wild
Every time we've caught it so far. Try calling each one before you open it.
- TRUE, BUTSeven AI agents, $12,431 in unsolicited invoices, $0 revenue. The study reports its failure plainly. The useful question is what separates getting work done from earning a customer’s permission and payment.
- TRUE, BUTRogue AI agents ran a German wiki for four weeks. Nobody can prove they were OpenAI's.
- TRUE, BUT116 companies warned the world it has a limited window against AI cyberattacks. None of them will say how limited.
- TRUE, BUTNvidia and AWS announced 2 million more GPUs and put a dollar figure of exactly nothing on it.
- TRUE, BUTTwenty million dollars just told the world Astromech is worth $3.8 billion. Nobody checked whether the customers exist, because there aren't any yet.
- TRUE, BUTThe White House says its AI safety framework is finished. It also says it has no plans to show anyone.
- TRUE, BUTOpenAI now predicts your age and your despair. It has published the accuracy of neither.
- TRUE, BUTA rocket company paid $60 billion in its own stock for a code editor. Cursor's revenue has never been publicly disclosed. The deal closed on August 14, making it the year's largest startup acquisition, and Cursor now claims access to the largest fleet of GPUs in the world, a fleet nobody outside SpaceX can count.
- TRUE, BUT101,743 job-cut announcements cited AI as the reason. New York gave companies the option to cite AI on layoff filings. Zero did.
- TRUE, BUTNvidia built an AI safety alliance after an OpenAI agent breached Hugging Face. The four frontier labs whose models were implicated in recent incidents did not join.
- TRUE, BUTThe great Claude cancellation wave is four people Business Insider talked to. The company says the line is flat.
- TRUE, BUTThe insurer that pays out when cyberattacks succeed cannot find a single AI-specific loss in its 2026 claims data.