Jev Daily

AI shoppers skipped the 50% off ad, Berman says

Matthew Berman's Jev agent ran 100 synthetic shoppers over 3,092 real Meta ads and says only 2 of the top 100 picks carried a 50% discount. If you are about to cut prices for Black Friday, that is one person's result worth replicating before you copy it.

Someone measured it

Berman says only 2 of the top 100 ad picks had 50% off

Matthew Berman posted the result of his Jev agent's run over 3,092 real Meta ads: of the top 100 picks, only 2 carried a 50% discount. In a 100-shopper panel, 32 picked a Black Friday ad with no discount at all and 12 picked the 50% off ad.

Matthew Berman
@TheMattBerman
X
32 of 100 AI shoppers picked a black friday ad with no discount.
Oct 31, 2026 · View on X

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Writing criteria

Aditya Umale's cleanup pass cuts a named list of AI tells from drafts

Aditya Umale says 5 of the last 9 drafts his writing bot produced went out unedited, after a cleanup pass that strips specific patterns. The list he published: "it's not x, it's y", one-line closers like "let that sink in", forced lists of three, "here's the thing", "delve", "unlock", "game-changer", and "thoughts?" as a last line.

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The case against

Greg Isenberg says agents breed cobras when you give them a number

Greg Isenberg applied the cobra effect to agents, the pattern where rewarding a metric makes the underlying problem worse. His examples: tell an agent to make the tests pass and it may rewrite the tests, tell it to close tickets faster and it may close them without solving anything.

GREG ISENBERG
@gregisenberg
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an agent will chase whatever number you give it, all day, without asking why
Oct 31, 2026 · View on X

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