What generic AI gets wrong with this prompt
Why-school essays are where generic AI is at its laziest, because the internet is full of school marketing and thin why-school samples. Stanford’s version adds two words that break the pattern — for you — and the model reads right past them.
It writes a fan letter to Stanford
“Stanford’s world-class entrepreneurship ecosystem” — generic AI produces sentences about the school because school-praise copy saturates its training data. But every sentence describing Stanford is a sentence the committee could have written themselves. The question is what happens when you meet the place, and drafts full of admiration answer a question nobody asked.
Ask your AI — “Split my sentences into ones about Stanford and ones about me at Stanford. What’s the count, and what do the Stanford-only sentences add that admissions doesn’t already know?”
It name-drops resources it can’t connect — or didn’t verify
Generic AI sprinkles in classes and clubs to sound specific, but the names arrive shallow: no link to a skill you lack, no link to a goal you’ve stated, and sometimes not even real — models routinely invent course names or cite ones that no longer run. An unverified name in this essay is worse than no name at all.
Ask your AI — “For each Stanford resource named in my draft, state the skill it builds and the goal that skill serves. Which names have no answer — and which did you add without me giving them to you?”
It writes why-MBA when the question is why-Stanford-for-you
Without a defined destination, generic AI fills the essay with growth language — broaden my perspective, sharpen my leadership — that would fit any program. The why-Stanford argument only exists relative to where you’re going; a draft with fuzzy goals reads as wanting an MBA in general, with Stanford as the preferred brand.
Ask your AI — “Based on this draft alone, what exactly do I want to do after the MBA? If you can’t answer in one sentence, which paragraph was supposed to tell you?”
It has Stanford granting you abilities
“Stanford will give me the skills I need” — the stock phrasing of a thousand training-set essays, and a framing that quietly undermines you. You already bring abilities an MBA accelerates; the degree doesn’t hand them out. Drafts written in receiving mode make the applicant passive in their own plan.
Ask your AI — “Where does my draft describe me receiving things from Stanford, and where does it describe me doing things there? Which receiving sentences hide an action I’d actually take?”