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Four answered honestly. One invented a fact under your name — and you'd never have caught it.

Here's an experiment you can steal. We wrote one realistic client email — the kind that lands in your inbox every week — and fired it at six AI models at the exact same second, through one API. Then we graded the replies against a four-point checklist.

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The email, from a client named Marcus, buried four requirements in five casual sentences: move Thursday's call, he flies to London Sunday for two weeks, revised proposal with new pricing before he leaves, and copy his colleague Dana on everything while he's gone.

The trap is the scheduling. A good reply doesn't offer "alternative times" — it notices the reschedule has to happen before Sunday, because next week Marcus is five time zones away.

TLDR: The frontier models (Claude Opus, Claude Sonnet, GPT-5.4) all caught everything, including the buried deadline. The budget models got 3 of 4 — and the cheapest one didn't just miss a detail. It invented one: a scheduling conflict you never had, stated as fact, in a reply sent under your name. We reran it to be sure. Three fabrications in four runs.

— The part that should worry you —

The fabrication wasn't dramatic. It was one plausible little sentence — "Thursday at 2 doesn't work for me either" — that your client would simply believe. Not a fake court case in a legal brief. A fake fact in a routine email. That's the failure mode nobody's demo shows you.

The pattern held every time information was missing: the frontier models asked for it. The budget model asserted it.

— And the price? Basically irrelevant —

All five replies together cost 1.2 cents. The spread between the cheapest and priciest model was two-thirds of a penny. You're not choosing on cost anymore. You're choosing on judgment.

— Keep reading on the site —

The full piece has the parts you'll actually use:

  • The complete scoreboard — all five models that answered, graded on accuracy and speed

  • The exact fabricated lines Kimi produced across four runs (so you know what this failure looks like in the wild)

  • The three takeaways for picking a model for everyday client writing

  • A free prompt: the same audit, ready to run on your own inbox

Oh — and the fifth model? It never answered at all. The reason is the most human failure in tech, and it's in the article.

— The AI Super Simplified team

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