What generic AI gets wrong with this prompt
Two hundred words sounds easy until you try to fit a career in them. Generic AI fills small boxes with the same material it uses for big ones, and these are the four ways that fails.
It names a job title and stops
“Post-MBA, I will return to consulting as an engagement manager.” Generic AI completes the goal question with a title, because titles are the most common completion in its training data. But a title says where you’d sit, not what you’re going there to learn or build — and without that, the goal reads as a placeholder anyone in your industry could have typed.
Ask your AI — “From my Part A alone, what would I actually be doing in that job, and why that job instead of the adjacent one?
It writes Part B as Part A with a bigger title
Ask generic AI what comes after the first job and it interpolates — same role, more seniority, the word “leading” added. That’s escalation, not a path. Wharton’s question asks how those first years build toward the long-term goal, and a draft that only promotes you on schedule never answers the word “build.”
Ask your AI — “What do I acquire in my first three to five years out that I don’t have at graduation, and what does my long-term goal need it for? Did I indirectly show why I need a Wharton MBA?
It spends the boxes re-proving your past
“Having spent six years in healthcare consulting…” — everything you gave the model happened in the past, so it anchors every answer in history the committee already has from your resume. In a 150-word box, three sentences of credibility is a fifth of the essay gone.
Ask your AI — “Count the words in my draft that describe what I’ve already done. What future detail got cut to make room for them?”
The long-term goal arrives as a slogan
“Transform healthcare through technology” — generic AI produces vision statements on demand, and none of them carry an approach. What separates a goal from a slogan is some acknowledgment of how you’d actually move against it. That detail requires judgment about the obstacle in the way, which is exactly what the model doesn’t have about your industry.
Ask your AI — “What is the first real obstacle to my long-term goal, and does my draft show any awareness of it? If not, which sentence pretends the path is clear?”