Free NewsletterPro Login

Amazon Just Shut Down An AI Leaderboard After Workers Started "Tokenmaxxing"

Published May 30, 2026
Share:
Summary:
  • Amazon killed an internal dashboard called KiroRank that ranked workers by how much AI they used.
  • Staff ran pointless AI tasks just to climb the board, which drove up the company's computing bills.
  • A senior VP told employees to stop using AI "just for the sake of using AI."

Amazon spent two years telling its people to use more AI. Then its own staff ran with that idea, and it backfired.

Some workers started burning through AI just to look busy. That ran up the bill.

So Amazon pulled the plug on the scoreboard that egged them on.

The Scoreboard Amazon Built And Then Killed

Amazon made an inside ranking tool called KiroRank. It ranked staff by how many AI tokens they used.

Tokens are the small chunks of words an AI reads and writes, and each one costs money to run. The board was meant to cheer on people who leaned into the tech. Instead, staff found a loophole.

They could climb it by pushing busywork through the AI, which ran up the bill while solving nothing.

Workers gave the habit a name: "tokenmaxxing." The Financial Times broke the story, and Amazon has since confirmed the board is gone.

For anyone tracking where the AI spending really goes, Market Briefs breaks it down each morning, plus a free investing class when you join.

Why Amazon Cares About The Bill

Picture AI tokens like a taxi meter. It never stops running, so the more you use, the bigger the fare.

A board that rewards heavy use just rewards a bigger tab.

Dave Treadwell, a top boss at Amazon, told staff to cut it out. "Please don't use AI just for the sake of using AI," he said.

He wants staff to use it to solve real problems, not to chase a score.

Amazon says KiroRank was a side project built by a small group, not an official tool. It has now been shut off.

The firm still tracks token use to watch its costs. It just doesn't want staff gaming the number.

Token use has shot up across tech this year. A big reason is agentic AI, where a bot runs on its own for hours with little human help.

Each of those hours burns tokens, so the bills add up fast.

Amazon was already watching this in April. Its retail arm tracked how many engineers used AI each month and what came out of it.

The KiroRank move fits the same theme: less hype, more proof.

Worth Noting

This isn't only an Amazon story. Meta took down a similar board called "Claudeonomics." Uber bosses have also said their AI spending isn't paying off the way they hoped.

One Uber leader even blew through the firm's AI budget for the year by April.

The big shift is in the question itself. For two years, the message was simple: use more.

Now the same firms, even the ones that make the chips that run AI, are asking if any of it works. Amazon is one of the first to say enough.

For investors, that mood swing is the part to watch. Heavy AI spending was a badge of honor not long ago.

Now it's a cost that has to earn its keep, and that change shapes how these firms guide on profits.

Want this kind of read every weekday? Join the hundreds of thousands reading Market Briefs and get a free 45-minute investing course too.

Disclosure

Get Market Briefs delivered to your inbox every morning for free!

No fluff. No noise. No politics. Just finance news you can read in 5 minutes.

Blogs

May 30, 2026
Financial Literacy Books That Actually Build Wealth
  • The best financial literacy books don't just teach budgeting, they shift how you think about money.
  • Two classics stand out: The Intelligent Investor for valuing investments, and Rich Dad Poor Dad for the owner's mindset.
  • Reading is only step one. The real wealth comes from acting on what you learn.
Read More
May 30, 2026
What Is a Roth Conversion? A Simple Guide
  • A Roth conversion moves money from a traditional retirement account into a Roth account.
  • You pay taxes on the money now, in exchange for tax-free growth and withdrawals later.
  • It can pay off if you expect higher taxes or more income in the future, but the timing and tax hit matter a lot.
Read More
May 30, 2026
Trailing Stop Loss: How to Protect Your Gains
  • A trailing stop loss is an order that automatically sells a stock if it falls a set percentage from its recent high.
  • As the stock rises, the sell point rises with it, locking in gains while capping losses.
  • It's most useful for active strategies like momentum investing, not for long-term buy-and-hold.
Read More
May 30, 2026
5 Types of Wealth: Why Money Is Only One of Them
  • Real wealth is more than a bank balance. It spans your finances, health, mind, purpose, and freedom.
  • Money is powerful, but it amplifies the life you already have rather than fixing a broken one.
  • True financial wealth means your cash flow covers your expenses, so your money works while you live.
Read More
May 30, 2026
How to Invest in Private Equity: A Beginner's Guide
  • Private equity means investing in companies that aren't listed on the stock market.
  • Traditional private equity is built for experienced, high-net-worth investors with large amounts to invest.
  • New rules have opened more accessible paths, like startup crowdfunding and real estate deals, often starting around $100.
Read More
May 30, 2026
What Is a Call Option? A Simple Guide With Examples
  • A call option gives you the right to buy a stock at a set price by a set date.
  • Investors buy calls when they expect a stock to rise, using less money than buying the shares outright.
  • The most you can lose buying a call is the premium, but time works against you, so it's an advanced tool.
Read More
May 30, 2026
EBITDA Formula: How to Calculate It Step by Step
  • EBITDA stands for Earnings Before Interest, Taxes, Depreciation, and Amortization, a measure of a company's core profit.
  • The formula adds those four items back to net income to show what the underlying business earns.
  • Investors use EBITDA to compare companies and to judge how many times earnings a stock is selling for.
Read More
May 30, 2026
What Is a Stock Option? A Plain-English Guide
  • A stock option is a contract giving you the right, but not the obligation, to buy or sell a stock at a set price by a set date.
  • There are two types: calls (the right to buy) and puts (the right to sell).
  • Options are powerful but risky, so they suit investors who already have the basics down.
Read More
May 30, 2026
Put Option: What It Is and How It Works
  • A put option gives you the right to sell a stock at a set price by a set date.
  • Investors use puts to bet a stock will fall, or as insurance to protect shares they own.
  • The most you can lose buying a put is the premium you paid, which makes it a defined-risk tool.
Read More
May 30, 2026
Operating Margin: What It Is and How to Calculate It
  • Operating margin shows how much profit a company keeps from its core business after paying its running costs.
  • The formula is operating income divided by revenue, shown as a percent.
  • A strong, steady operating margin signals a well-run business that controls its costs.
Read More
1 2 3 22
Share via
Copy link