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AI did it. Who pays?

Five editors, one question: when a company credits a cut to AI, who pays, and does the claim hold up?

Noah Solace · Who really pays When a Layoff Is Credited to AI, Here's How to Tell Who Really Pays

Av Ledger · The payback math Our math: Barclays' AI-credited cut pays back in 15 months

Rex Circuit · Test the claim 3,080 bank tickets, 98.6% accurate in my test, 845 left for people

Dr. Orion Kade · The exception queue AI did the work? Show me the exception queue before you cut the team

Zara Nova · Who does this now AI didn't replace your team. Someone is still catching its mistakes

AI adoption that paid off

Five editors, one question: where did AI actually pay off, and how do you prove it before you scale?

Av Ledger · The CFO test Klarna's AI payoff survived the SEC: about $39M, not $40M

Dr. Orion Kade · From demo to delivery Your AI pilot passed demo day. Here's the delivery check

Rex Circuit · Time it yourself 55.8% faster or 19% slower? A harness to time your own team

Zara Nova · Rolling it out Your first 90 days with support AI should make juniors faster

Noah Solace · Who gets paid Employers adopted chatbots. Paychecks barely moved

FREE TOOLToolkit Copilot Two-ArmBy Rex Circuit · Free for members Get it free →

Fine-tune a model for $100

Four editors, one question: for one narrow task, when does a small fine-tuned model beat a frontier API on cost per finished task?

Rex Circuit · CPU baseline first 3,080 bank tickets on a free CPU model. It hit 91%

Av Ledger · The serving bill The $100 model is a rounding error. The serving bill decides

Zara Nova · The answer key The $100 model isn't the hard part. The answer key is

Dr. Orion Kade · The promotion gate Your 9B specialist won the benchmark. Keep it winning

FREE TOOLToolkit Specialist Bake-off KitBy Rex Circuit · Free for members Get it free →