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Exam Prep in the AI Era: How to Make an LLM Your '24/7 Private Tutor'

June 28, 202613 min read
Summary1–2 min read
  • Studying for exams without AI in 2026 is like owning a smartphone but living on a flip phone.
  • Throw problems at ChatGPT or Claude: break down the logic, explain wrong answers, and generate unlimited similar problems.
  • Voice mode becomes a 24/7 interviewer for MBA and TOEFL/IELTS speaking; transcripts expose your verbal habits.

Chapters

  1. You're already one step ahead just by using this app
  2. Method 1: Ask AI for answers and explanations — a system that never leaves "I don't get it" unresolved
  3. Method 2: Interview practice — before the tens-of-thousands-of-yen-an-hour counselor, spar with AI first
  4. Method 3: NotebookLM — conquer your spare moments with "listening study"
  5. The big picture of using AI — seamless from exams to the job hunt
  6. Getting over the psychological hurdle of "paying"
  7. The era where "how you use it" makes the difference
  8. Summary: an action plan for AI × exam prep

You're already one step ahead just by using this app

You — the person who downloaded Gradigo and is reading this article. The truth is, at that point you already rank as a fairly literate exam-taker.

Why? Because most exam-takers don't yet even have the idea of "studying with AI." Drilling the same prep-school textbook over and over, paying a counselor tens of thousands of yen an hour for interview practice — most people still rely solely on these traditional methods.

Traditional methods have value, of course. But in 2026, studying for an exam without using AI is like owning a smartphone yet living your whole life on a flip phone. Use every tool available. That's the iron rule for producing the greatest results within the limited time you have as a working professional.

In this article, I'll introduce three AI techniques I actually used in my own MBA prep and felt the effect of firsthand.

Method 1: Ask AI for answers and explanations — a system that never leaves "I don't get it" unresolved

While studying for the GMAT, GRE, or TOEFL, have you ever hit a problem you couldn't understand even after reading the explanation?

In the past, you'd either stall there, wait until you could ask a prep-school teacher, or scour the internet for a similar explanation. Not anymore. Throw the problem straight at ChatGPT or Claude, and an explanation comes back in seconds.

"I already know that," you might think. But wait. The point isn't merely to ask. To get the most out of AI as a "private tutor," there are a few tricks.

Control the depth of the explanation yourself

Say you got a GMAT Critical Reasoning question wrong. Instead of just asking "explain this problem," try asking:

  • "Explain why the correct answer is B by breaking down the logical structure."
  • "I chose A. Tell me why A is wrong and the thinking pattern that leads people to pick A."
  • "Create three problems with the same logical structure as this one."

That last one — generating similar problems — is especially powerful. AI will produce problems in the very pattern you're weak at, almost infinitely, until you've mastered it. The volume of practice you felt prep-school problem sets never gave you, AI fills in.

Stock the problems you got wrong — this is what makes the difference

There's one more thing you absolutely must do when studying with AI: stocking the problems you got wrong.

Record the problems you couldn't solve or only vaguely understood on a platform like Notion or GitHub. "Wait, manage studying on GitHub?" you might think, but if you come from an engineering background, summarizing problems and explanations in Markdown is extremely comfortable. Excel or a spreadsheet works just as well, of course.

What matters is creating a state where you can return to your wrong answers any number of times. Humans are creatures who repeat the same mistakes. By visualizing your weak points and building a system to review them regularly, you minimize the risk of repeating the same mistake on test day.

Method 2: Interview practice — before the tens-of-thousands-of-yen-an-hour counselor, spar with AI first

The interview required as the second round of MBA admissions. The Speaking sections of TOEFL and IELTS. These "speaking" tests are the biggest wall for many Japanese exam-takers.

Until now, the options for interview practice were limited.

  • Hire a counselor → tens of thousands of yen per hour
  • Practice with a friend → scheduling is hard, feedback quality varies
  • Practice alone → no objective feedback

With ChatGPT's voice conversation feature, that wall suddenly gets lower.

"Act as an MBA interviewer and ask me the 'Why MBA?' question. Give me feedback after I answer." — just instruct it like that, and the AI plays the interviewer. There's some lag, but its accuracy improves month over month, and as an initial sparring partner the performance is more than enough.

Why AI interview practice works

  • You can practice anytime, 24/7 — late at night or early in the morning, as many times as you like, on your own schedule
  • No embarrassment, no matter how many times you fail — people who get nervous in front of a counselor can redo freely with AI
  • The feedback is concrete — it clearly points out what to improve, like "your logical structure is weak" or "you should add a specific example"

Not just MBA interviews — hugely effective for TOEFL and IELTS Speaking too

This method works extremely well not only for MBA interviews but for TOEFL and IELTS Speaking practice. Instruct it, "I want to practice TOEFL Speaking Task 2. Give me a prompt, and after I answer in 45 seconds, score me and give feedback," and you can practice in a format close to the real test, as many times as you want.

Record + transcribe to "make visible" your weak points

Even better: record your practice. Record your conversation with the AI on your phone's voice-recorder app, then run it through a transcription tool like Whisper, and your speech turns into text.

This is remarkably powerful. Habits you can't notice yourself — too many "uh"s and "um"s, not stating your conclusion first, using the same connectors over and over — become obvious at a glance. Seeing your own speech as text is a little embarrassing, but the speed of improvement jumps dramatically.

Of course, there are still situations where you should borrow a professional counselor's power in the end. But the density of each session is completely different when you go to a counselor after finishing your first 10 or 20 rounds of sparring with AI, versus going in cold.

Method 3: NotebookLM — conquer your spare moments with "listening study"

The third is a method that's surprisingly little-known, yet may have the biggest impact.

Have you heard of Google's tool NotebookLM? Feed it documents and the AI analyzes and summarizes their contents — but its greatest weapon is its automatic podcast generation.

Upload text or materials, and in about ten minutes it creates roughly a 15-minute podcast. Two hosts explain the content in a conversational style — easy to listen to, easy to understand.

"Can that really be used for studying?" you might ask. It can. Devastatingly so.

As TOEFL / IELTS listening prep

In TOEFL and IELTS, listening is the gateway demon for many exam-takers. And what you need most to raise your listening ability is overwhelming Exposure to English.

With NotebookLM, mass-produce podcasts on topics likely to appear on the test — environmental issues, economic policy, psychology, history — and listen on the commuter train, while running at the gym, while doing chores. You can turn every minute you're not at your desk into English-study time.

It takes only about ten minutes to create one session's podcast. Make five over the weekend, and your weekday commute turns entirely into listening practice.

Why it also works for GMAT / GRE Reading

Here is NotebookLM's true value. The GMAT and GRE have no listening section. But in Reading Comprehension, whether you have broad background knowledge dramatically changes the speed at which you solve problems.

GMAT and GRE Reading Comprehension draws passages from every field — science, economics, history, literary criticism, political science. Naturally, you read faster and understand better in fields where you have background knowledge.

For example, when a passage on American history or environmental policy — not especially familiar to Japanese readers — appears, the speed of comprehension is utterly different between reading it with zero background and reading it after having heard an overview in a podcast. Likewise, you can efficiently accumulate the background knowledge of the wide range of GRE topics — medicine, engineering, sociology, astronomy — in podcast form.

Not just exam prep. It works for the job hunt, too.

This use of NotebookLM doesn't stop at exam prep. In the job hunt after entering an MBA, by turning your target industry's fundamentals and trends into podcasts, you can devote commute time and gym time to industry research. The industry knowledge asked in consulting interviews, the product analysis needed in tech interviews — NotebookLM becomes a powerful ally for this preparation too.

The big picture of using AI — seamless from exams to the job hunt

Organizing the three methods above, you can see AI covers every phase of exam prep.

Phase Traditional method Using AI
Practice & explanations Prep-school texts, reference books Instant explanations via ChatGPT / Claude + infinite similar-problem generation
Weakness management Handwritten notes, Excel Systematic stocking in Notion / GitHub / Excel
Speaking practice Counselor (tens of thousands of yen/hr) 24/7 practice via ChatGPT voice chat
Interview prep Mock interviews (expensive) AI sparring → record → transcribe → improve
Listening boost Problem-set CDs, hunting for podcasts Mass-produce test-topic podcasts with NotebookLM
Reading background Extensive reading (time-consuming) Input in spare moments with NotebookLM
Industry research (job hunt) Web searches, alumni visits Have AI output the latest trends daily

And these methods basically apply directly to the job hunt as well. By having AI output industry fundamentals and trends every day, you can absorb the latest news in your spare moments. For all of you tackling exam prep while chased by work as a professional, AI is the strongest partner for maximizing study efficiency.

Getting over the psychological hurdle of "paying"

Finally, the unavoidable topic: paying.

Both ChatGPT and Claude are usable to some degree even on the free plan. But if you're serious about using them for exam prep, I'll say it flatly: paying for the paid plan is essential.

"¥3,000 a month, huh…" — I understand the hesitation. But compare calmly.

Service Cost What you get
MBA prep school (in-person) ¥500K–1.5M Curriculum + in-person instruction
Counselor (interview prep) ¥20K–50K × 10 = ¥200K–500K Professional feedback
TOEFL prep course ¥100K–300K Speaking / Writing instruction
AI (ChatGPT Plus, etc.) ~¥3,000/mo × 12 = ~¥36K All of the above, available 24/7

For ¥36,000 a year, you get a learning environment that rivals the hundreds of thousands to over a million yen you'd pay a prep school or counselor. Of course, AI doesn't completely replace prep schools or counselors. But it's a fact that paying for just one of these services covers the bulk of the learning you used to spend hundreds of thousands of yen on.

This isn't a "don't go to prep school" argument. The value of prep schools and counselors is still large. But by using AI alongside them, the efficiency of that investment multiplies several times over. Isn't it far too wasteful to hesitate over a ¥3,000 monthly subscription and miss out on a million yen's worth of learning opportunity?

The era where "how you use it" makes the difference

AI tools are no longer just for a tech-savvy few. In 2026, whether or not you study with AI is becoming a difference that directly affects whether you pass or fail.

One caveat, though: don't take AI's answers at face value. Especially for mathematical calculations and statements about the latest data, there's a risk AI generates incorrect information (hallucination). AI explanations are ultimately a "supporting tool to aid understanding"; always build the habit of cross-checking against official answers and trustworthy materials.

As long as you keep this caveat in mind, AI is a 24/7 private tutor — and a nearly free one. It repeats explanations any number of times without a sour face. It creates infinite problems tailored to your weak points. It becomes your interviewer, and a podcast host too.

A tutor like this — there's no reason not to use it.

Summary: an action plan for AI × exam prep

  • ChatGPT / Claude → explanations for problems you don't get, infinite similar-problem generation, and stock management of your wrong answers. Gradigo's problems too: copy-and-paste for an instant explanation.
  • ChatGPT (voice chat) → make MBA-interview / TOEFL / IELTS Speaking practice possible 24/7. Record + transcribe to visualize your weaknesses.
  • NotebookLM → mass-produce test-topic podcasts and turn commute, gym, and chore time into listening practice and background-knowledge building. Applies to job-hunt industry research too.
  • Don't fear paying → ¥3,000 a month covers hundreds of thousands of yen of prep-school and counselor value.

Your time — tackling exam prep while chased by work as a professional, or chased by lectures as a student — is finite. What maximizes the value of that finite time is AI, the new private tutor.

Use everything you can. Together with Gradigo, let's keep updating your exam strategy.

Uploaded:June 28, 2026
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